Embedding People of Informatics

Here, embed individuals in different dimensions, as a form of dimensionality reduction. The following models were used to embed individuals:

  1. tf-idf
    • metadata
    • metadata + pdf
  2. topic models
    • topic model derived from metadata
    • topic model derived using documents in DBLP

Methodology

  1. Derive the models (for topic models, that is already derived in notebook on topicModelling.
  2. Map individuals to the publications that they have published. (a bipartite graph between publications and individuals)
  3. FOR each individual, using the publications for each individual, derive the embedding in the new space.
  4. Calculate metrics such as similarity between individuals.

Setup

In [1]:
import numpy as np
import seaborn as sns
import matplotlib.pyplot as plt
plt.style.use(['seaborn-poster'])
%matplotlib inline
In [2]:
import networkx as nx
from infnet_helper import *
import network_artist as artist
from embedding_helper import *
# For dynamic reloading of modules
%load_ext autoreload
%autoreload 
2018-04-11 22:27:50,311 : INFO : 'pattern' package not found; tag filters are not available for English
In [3]:
# Load publication mapping:
# This mapping contains all the publicatitons that an individual have published.
# it does not filter out those that are only relevant to each time period
# The function:gen_toks in helper_embedding does that by concatenating publications that 
# are relevant to the time period under consideration in lookup_combined_toks 
# (which is filtered according to the year)
df_pubmapping = get_poinf_pub_mapping()
In [4]:
def to_list(l, target_length):
    """
  List of tuples...
  """
    out = np.zeros(target_length, dtype=np.float32)
    for (i, v) in l:
        out[i] = v
    return out

Simple embedding using TF-IDF

  1. Create TF-IDF for each terms
  2. Using the mapping for poinf-> publications created, create list of tokens for each indivudal
  3. As in information retrieval, find individuals who have are most similar. This is done using cosine similarity

using metadata from 6yr

Import metadata corpus:

In [5]:
lookup_combined_toks = prepare_toks(2012,2017, with_pdf2txt=False)
In [6]:
# Base model for collab network
collabnet = pd.read_csv(
    '../../data/data_schoolofinf/poinf_collabgraph_2012-2017.txt',
    sep='\n',
    names=['id'])
adj_mat = np.load('../../data/data_schoolofinf/mat/infnet6yrs-adj-mat.order6yr.pkl')
In [7]:
# Gather publications for each individuals
model = collabnet.join(df_pubmapping, how='left',on='id')
# generate tokens
model['toks'] = model['pub_ids'].apply(
    lambda a: gen_toks(a, lookup_combined_toks))
In [8]:
dict_tm = Dictionary.load('../../data/data_schoolofinf/corpora/dictionary.less.meta')
# Use the tfidf model from gensim:
tfidf_metada = TfidfModel(dictionary=dict_tm, normalize=True)
2018-04-11 22:27:53,517 : INFO : loading Dictionary object from ../../data/data_schoolofinf/corpora/dictionary.less.meta
2018-04-11 22:27:53,554 : INFO : loaded ../../data/data_schoolofinf/corpora/dictionary.less.meta

Generate tfidf scores for each individual

Using the concatenation of publications (tokens) derived for each individual, we calculate the tfidf score for that individual.

This score is then used to calculate similarities.

In [9]:
model['tfidf'] = model['toks'].apply(
        lambda x: tfidf_metada[dict_tm.doc2bow(x)] if len(x) else None
    )

Similarity matrix

In [10]:
cosim = compare_researchers(model.tfidf.tolist(), len(dict_tm))
In [11]:
# finding the best threshold
thresholds, edges, distances, closest_edges, best_threshold, lowest_avg_distances, best_j_dist_epoch, best_j_dist_threshold = \
find_best_threshold(adj_mat, cosim, num_iter=10000, step_size=0.001)
2018-04-11 22:32:07,902 : INFO : Number of ground_truth_edges: 361.0
2018-04-11 22:32:07,903 : INFO : binary edges: True
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2018-04-11 22:32:13,248 : INFO : epoch 633: threshold: 0.634 avg_dist: 0.838 num_edges: 59
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2018-04-11 22:32:13,297 : INFO : epoch 640: threshold: 0.641 avg_dist: 0.838 num_edges: 59
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2018-04-11 22:32:13,373 : INFO : epoch 650: threshold: 0.651 avg_dist: 0.844 num_edges: 57
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2018-04-11 22:32:13,410 : INFO : epoch 655: threshold: 0.656 avg_dist: 0.845 num_edges: 53
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2018-04-11 22:32:13,530 : INFO : epoch 670: threshold: 0.671 avg_dist: 0.853 num_edges: 49
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2018-04-11 22:32:13,587 : INFO : epoch 678: threshold: 0.679 avg_dist: 0.856 num_edges: 48
2018-04-11 22:32:13,596 : INFO : epoch 679: threshold: 0.680 avg_dist: 0.856 num_edges: 48
2018-04-11 22:32:13,603 : INFO : epoch 680: threshold: 0.681 avg_dist: 0.856 num_edges: 48
2018-04-11 22:32:13,610 : INFO : epoch 681: threshold: 0.682 avg_dist: 0.856 num_edges: 48
2018-04-11 22:32:13,616 : INFO : epoch 682: threshold: 0.683 avg_dist: 0.856 num_edges: 48
2018-04-11 22:32:13,624 : INFO : epoch 683: threshold: 0.684 avg_dist: 0.862 num_edges: 47
2018-04-11 22:32:13,635 : INFO : epoch 684: threshold: 0.685 avg_dist: 0.862 num_edges: 47
2018-04-11 22:32:13,645 : INFO : epoch 685: threshold: 0.686 avg_dist: 0.862 num_edges: 47
2018-04-11 22:32:13,655 : INFO : epoch 686: threshold: 0.687 avg_dist: 0.862 num_edges: 47
2018-04-11 22:32:13,666 : INFO : epoch 687: threshold: 0.688 avg_dist: 0.862 num_edges: 47
2018-04-11 22:32:13,680 : INFO : epoch 688: threshold: 0.689 avg_dist: 0.862 num_edges: 47
2018-04-11 22:32:13,691 : INFO : epoch 689: threshold: 0.690 avg_dist: 0.866 num_edges: 45
2018-04-11 22:32:13,708 : INFO : epoch 690: threshold: 0.691 avg_dist: 0.866 num_edges: 45
2018-04-11 22:32:13,715 : INFO : epoch 691: threshold: 0.692 avg_dist: 0.866 num_edges: 45
2018-04-11 22:32:13,722 : INFO : epoch 692: threshold: 0.693 avg_dist: 0.866 num_edges: 45
2018-04-11 22:32:13,728 : INFO : epoch 693: threshold: 0.694 avg_dist: 0.866 num_edges: 45
2018-04-11 22:32:13,734 : INFO : epoch 694: threshold: 0.695 avg_dist: 0.866 num_edges: 45
2018-04-11 22:32:13,745 : INFO : epoch 695: threshold: 0.696 avg_dist: 0.866 num_edges: 45
2018-04-11 22:32:13,753 : INFO : epoch 696: threshold: 0.697 avg_dist: 0.866 num_edges: 45
2018-04-11 22:32:13,760 : INFO : epoch 697: threshold: 0.698 avg_dist: 0.866 num_edges: 45
2018-04-11 22:32:13,766 : INFO : epoch 698: threshold: 0.699 avg_dist: 0.866 num_edges: 45
2018-04-11 22:32:13,777 : INFO : epoch 699: threshold: 0.700 avg_dist: 0.866 num_edges: 45
2018-04-11 22:32:13,785 : INFO : epoch 700: threshold: 0.701 avg_dist: 0.867 num_edges: 44
2018-04-11 22:32:13,796 : INFO : epoch 701: threshold: 0.702 avg_dist: 0.867 num_edges: 44
2018-04-11 22:32:13,805 : INFO : epoch 702: threshold: 0.703 avg_dist: 0.867 num_edges: 44
2018-04-11 22:32:13,812 : INFO : epoch 703: threshold: 0.704 avg_dist: 0.867 num_edges: 44
2018-04-11 22:32:13,819 : INFO : epoch 704: threshold: 0.705 avg_dist: 0.874 num_edges: 42
2018-04-11 22:32:13,827 : INFO : epoch 705: threshold: 0.706 avg_dist: 0.876 num_edges: 41
2018-04-11 22:32:13,837 : INFO : epoch 706: threshold: 0.707 avg_dist: 0.876 num_edges: 41
2018-04-11 22:32:13,844 : INFO : epoch 707: threshold: 0.708 avg_dist: 0.876 num_edges: 41
2018-04-11 22:32:13,851 : INFO : epoch 708: threshold: 0.709 avg_dist: 0.878 num_edges: 40
2018-04-11 22:32:13,858 : INFO : epoch 709: threshold: 0.710 avg_dist: 0.878 num_edges: 40
2018-04-11 22:32:13,864 : INFO : epoch 710: threshold: 0.711 avg_dist: 0.878 num_edges: 40
2018-04-11 22:32:13,871 : INFO : epoch 711: threshold: 0.712 avg_dist: 0.880 num_edges: 39
2018-04-11 22:32:13,878 : INFO : epoch 712: threshold: 0.713 avg_dist: 0.880 num_edges: 39
2018-04-11 22:32:13,886 : INFO : epoch 713: threshold: 0.714 avg_dist: 0.880 num_edges: 39
2018-04-11 22:32:13,898 : INFO : epoch 714: threshold: 0.715 avg_dist: 0.880 num_edges: 39
2018-04-11 22:32:13,904 : INFO : epoch 715: threshold: 0.716 avg_dist: 0.880 num_edges: 39
2018-04-11 22:32:13,912 : INFO : epoch 716: threshold: 0.717 avg_dist: 0.880 num_edges: 39
2018-04-11 22:32:13,918 : INFO : epoch 717: threshold: 0.718 avg_dist: 0.880 num_edges: 39
2018-04-11 22:32:13,932 : INFO : epoch 718: threshold: 0.719 avg_dist: 0.880 num_edges: 39
2018-04-11 22:32:13,944 : INFO : epoch 719: threshold: 0.720 avg_dist: 0.880 num_edges: 39
2018-04-11 22:32:13,952 : INFO : epoch 720: threshold: 0.721 avg_dist: 0.880 num_edges: 39
2018-04-11 22:32:13,959 : INFO : epoch 721: threshold: 0.722 avg_dist: 0.880 num_edges: 39
2018-04-11 22:32:13,965 : INFO : epoch 722: threshold: 0.723 avg_dist: 0.884 num_edges: 38
2018-04-11 22:32:13,972 : INFO : epoch 723: threshold: 0.724 avg_dist: 0.884 num_edges: 38
2018-04-11 22:32:13,981 : INFO : epoch 724: threshold: 0.725 avg_dist: 0.884 num_edges: 38
2018-04-11 22:32:13,988 : INFO : epoch 725: threshold: 0.726 avg_dist: 0.884 num_edges: 38
2018-04-11 22:32:13,997 : INFO : epoch 726: threshold: 0.727 avg_dist: 0.884 num_edges: 38
2018-04-11 22:32:14,006 : INFO : epoch 727: threshold: 0.728 avg_dist: 0.884 num_edges: 38
2018-04-11 22:32:14,012 : INFO : epoch 728: threshold: 0.729 avg_dist: 0.896 num_edges: 36
2018-04-11 22:32:14,021 : INFO : epoch 729: threshold: 0.730 avg_dist: 0.896 num_edges: 36
2018-04-11 22:32:14,041 : INFO : epoch 730: threshold: 0.731 avg_dist: 0.896 num_edges: 36
2018-04-11 22:32:14,053 : INFO : epoch 731: threshold: 0.732 avg_dist: 0.899 num_edges: 35
2018-04-11 22:32:14,061 : INFO : epoch 732: threshold: 0.733 avg_dist: 0.899 num_edges: 35
2018-04-11 22:32:14,069 : INFO : epoch 733: threshold: 0.734 avg_dist: 0.899 num_edges: 35
2018-04-11 22:32:14,076 : INFO : epoch 734: threshold: 0.735 avg_dist: 0.899 num_edges: 35
2018-04-11 22:32:14,084 : INFO : epoch 735: threshold: 0.736 avg_dist: 0.899 num_edges: 35
2018-04-11 22:32:14,092 : INFO : epoch 736: threshold: 0.737 avg_dist: 0.910 num_edges: 34
2018-04-11 22:32:14,099 : INFO : epoch 737: threshold: 0.738 avg_dist: 0.913 num_edges: 32
2018-04-11 22:32:14,105 : INFO : epoch 738: threshold: 0.739 avg_dist: 0.913 num_edges: 32
2018-04-11 22:32:14,114 : INFO : epoch 739: threshold: 0.740 avg_dist: 0.913 num_edges: 32
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2018-04-11 22:32:14,146 : INFO : epoch 743: threshold: 0.744 avg_dist: 0.923 num_edges: 30
2018-04-11 22:32:14,154 : INFO : epoch 744: threshold: 0.745 avg_dist: 0.927 num_edges: 29
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2018-04-11 22:32:14,206 : INFO : epoch 750: threshold: 0.751 avg_dist: 0.931 num_edges: 28
2018-04-11 22:32:14,213 : INFO : epoch 751: threshold: 0.752 avg_dist: 0.931 num_edges: 28
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2018-04-11 22:32:14,235 : INFO : epoch 754: threshold: 0.755 avg_dist: 0.933 num_edges: 27
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2018-04-11 22:32:14,288 : INFO : epoch 761: threshold: 0.762 avg_dist: 0.937 num_edges: 25
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2018-04-11 22:32:14,329 : INFO : epoch 766: threshold: 0.767 avg_dist: 0.938 num_edges: 24
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2018-04-11 22:32:14,586 : INFO : epoch 798: threshold: 0.799 avg_dist: 0.962 num_edges: 16
2018-04-11 22:32:14,598 : INFO : epoch 799: threshold: 0.800 avg_dist: 0.962 num_edges: 16
2018-04-11 22:32:14,606 : INFO : epoch 800: threshold: 0.801 avg_dist: 0.962 num_edges: 16
2018-04-11 22:32:14,615 : INFO : epoch 801: threshold: 0.802 avg_dist: 0.962 num_edges: 16
2018-04-11 22:32:14,627 : INFO : epoch 802: threshold: 0.803 avg_dist: 0.962 num_edges: 16
2018-04-11 22:32:14,638 : INFO : epoch 803: threshold: 0.804 avg_dist: 0.962 num_edges: 16
2018-04-11 22:32:14,647 : INFO : epoch 804: threshold: 0.805 avg_dist: 0.962 num_edges: 16
2018-04-11 22:32:14,655 : INFO : epoch 805: threshold: 0.806 avg_dist: 0.962 num_edges: 16
2018-04-11 22:32:14,663 : INFO : epoch 806: threshold: 0.807 avg_dist: 0.962 num_edges: 16
2018-04-11 22:32:14,671 : INFO : epoch 807: threshold: 0.808 avg_dist: 0.964 num_edges: 15
2018-04-11 22:32:14,681 : INFO : epoch 808: threshold: 0.809 avg_dist: 0.964 num_edges: 15
2018-04-11 22:32:14,689 : INFO : epoch 809: threshold: 0.810 avg_dist: 0.966 num_edges: 14
2018-04-11 22:32:14,701 : INFO : epoch 810: threshold: 0.811 avg_dist: 0.966 num_edges: 14
2018-04-11 22:32:14,710 : INFO : epoch 811: threshold: 0.812 avg_dist: 0.966 num_edges: 14
2018-04-11 22:32:14,718 : INFO : epoch 812: threshold: 0.813 avg_dist: 0.966 num_edges: 14
2018-04-11 22:32:14,730 : INFO : epoch 813: threshold: 0.814 avg_dist: 0.966 num_edges: 14
2018-04-11 22:32:14,737 : INFO : epoch 814: threshold: 0.815 avg_dist: 0.968 num_edges: 12
2018-04-11 22:32:14,754 : INFO : epoch 815: threshold: 0.816 avg_dist: 0.968 num_edges: 12
2018-04-11 22:32:14,766 : INFO : epoch 816: threshold: 0.817 avg_dist: 0.968 num_edges: 12
2018-04-11 22:32:14,775 : INFO : epoch 817: threshold: 0.818 avg_dist: 0.968 num_edges: 12
2018-04-11 22:32:14,783 : INFO : epoch 818: threshold: 0.819 avg_dist: 0.968 num_edges: 12
2018-04-11 22:32:14,790 : INFO : epoch 819: threshold: 0.820 avg_dist: 0.968 num_edges: 12
2018-04-11 22:32:14,801 : INFO : epoch 820: threshold: 0.821 avg_dist: 0.968 num_edges: 12
2018-04-11 22:32:14,808 : INFO : epoch 821: threshold: 0.822 avg_dist: 0.968 num_edges: 12
2018-04-11 22:32:14,815 : INFO : epoch 822: threshold: 0.823 avg_dist: 0.968 num_edges: 12
2018-04-11 22:32:14,823 : INFO : epoch 823: threshold: 0.824 avg_dist: 0.968 num_edges: 12
2018-04-11 22:32:14,829 : INFO : epoch 824: threshold: 0.825 avg_dist: 0.968 num_edges: 12
2018-04-11 22:32:14,840 : INFO : epoch 825: threshold: 0.826 avg_dist: 0.968 num_edges: 12
2018-04-11 22:32:14,851 : INFO : epoch 826: threshold: 0.827 avg_dist: 0.968 num_edges: 12
2018-04-11 22:32:14,859 : INFO : epoch 827: threshold: 0.828 avg_dist: 0.968 num_edges: 12
2018-04-11 22:32:14,868 : INFO : epoch 828: threshold: 0.829 avg_dist: 0.969 num_edges: 11
2018-04-11 22:32:14,875 : INFO : epoch 829: threshold: 0.830 avg_dist: 0.969 num_edges: 11
2018-04-11 22:32:14,886 : INFO : epoch 830: threshold: 0.831 avg_dist: 0.969 num_edges: 11
2018-04-11 22:32:14,895 : INFO : epoch 831: threshold: 0.832 avg_dist: 0.969 num_edges: 11
2018-04-11 22:32:14,902 : INFO : epoch 832: threshold: 0.833 avg_dist: 0.972 num_edges: 10
2018-04-11 22:32:14,911 : INFO : epoch 833: threshold: 0.834 avg_dist: 0.972 num_edges: 10
2018-04-11 22:32:14,918 : INFO : epoch 834: threshold: 0.835 avg_dist: 0.972 num_edges: 10
2018-04-11 22:32:14,926 : INFO : epoch 835: threshold: 0.836 avg_dist: 0.972 num_edges: 10
2018-04-11 22:32:14,933 : INFO : epoch 836: threshold: 0.837 avg_dist: 0.972 num_edges: 10
2018-04-11 22:32:14,942 : INFO : epoch 837: threshold: 0.838 avg_dist: 0.972 num_edges: 10
2018-04-11 22:32:14,949 : INFO : epoch 838: threshold: 0.839 avg_dist: 0.972 num_edges: 10
2018-04-11 22:32:14,955 : INFO : epoch 839: threshold: 0.840 avg_dist: 0.973 num_edges: 9
2018-04-11 22:32:14,963 : INFO : epoch 840: threshold: 0.841 avg_dist: 0.973 num_edges: 9
2018-04-11 22:32:14,971 : INFO : epoch 841: threshold: 0.842 avg_dist: 0.973 num_edges: 9
2018-04-11 22:32:14,981 : INFO : epoch 842: threshold: 0.843 avg_dist: 0.973 num_edges: 9
2018-04-11 22:32:14,990 : INFO : epoch 843: threshold: 0.844 avg_dist: 0.973 num_edges: 9
2018-04-11 22:32:15,002 : INFO : epoch 844: threshold: 0.845 avg_dist: 0.973 num_edges: 9
2018-04-11 22:32:15,010 : INFO : epoch 845: threshold: 0.846 avg_dist: 0.976 num_edges: 8
2018-04-11 22:32:15,017 : INFO : epoch 846: threshold: 0.847 avg_dist: 0.976 num_edges: 7
2018-04-11 22:32:15,029 : INFO : epoch 847: threshold: 0.848 avg_dist: 0.976 num_edges: 7
2018-04-11 22:32:15,040 : INFO : epoch 848: threshold: 0.849 avg_dist: 0.976 num_edges: 7
2018-04-11 22:32:15,051 : INFO : epoch 849: threshold: 0.850 avg_dist: 0.976 num_edges: 7
2018-04-11 22:32:15,062 : INFO : epoch 850: threshold: 0.851 avg_dist: 0.976 num_edges: 7
2018-04-11 22:32:15,068 : INFO : epoch 851: threshold: 0.852 avg_dist: 0.976 num_edges: 7
2018-04-11 22:32:15,078 : INFO : epoch 852: threshold: 0.853 avg_dist: 0.976 num_edges: 7
2018-04-11 22:32:15,085 : INFO : epoch 853: threshold: 0.854 avg_dist: 0.976 num_edges: 7
2018-04-11 22:32:15,093 : INFO : epoch 854: threshold: 0.855 avg_dist: 0.976 num_edges: 7
2018-04-11 22:32:15,101 : INFO : epoch 855: threshold: 0.856 avg_dist: 0.976 num_edges: 7
2018-04-11 22:32:15,108 : INFO : epoch 856: threshold: 0.857 avg_dist: 0.985 num_edges: 5
2018-04-11 22:32:15,117 : INFO : epoch 857: threshold: 0.858 avg_dist: 0.985 num_edges: 5
2018-04-11 22:32:15,128 : INFO : epoch 858: threshold: 0.859 avg_dist: 0.985 num_edges: 5
2018-04-11 22:32:15,135 : INFO : epoch 859: threshold: 0.860 avg_dist: 0.985 num_edges: 5
2018-04-11 22:32:15,143 : INFO : epoch 860: threshold: 0.861 avg_dist: 0.985 num_edges: 5
2018-04-11 22:32:15,150 : INFO : epoch 861: threshold: 0.862 avg_dist: 0.985 num_edges: 5
2018-04-11 22:32:15,160 : INFO : epoch 862: threshold: 0.863 avg_dist: 0.985 num_edges: 5
2018-04-11 22:32:15,168 : INFO : epoch 863: threshold: 0.864 avg_dist: 0.985 num_edges: 5
2018-04-11 22:32:15,175 : INFO : epoch 864: threshold: 0.865 avg_dist: 0.985 num_edges: 5
2018-04-11 22:32:15,183 : INFO : epoch 865: threshold: 0.866 avg_dist: 0.985 num_edges: 5
2018-04-11 22:32:15,190 : INFO : epoch 866: threshold: 0.867 avg_dist: 0.985 num_edges: 5
2018-04-11 22:32:15,196 : INFO : epoch 867: threshold: 0.868 avg_dist: 0.985 num_edges: 5
2018-04-11 22:32:15,203 : INFO : epoch 868: threshold: 0.869 avg_dist: 0.985 num_edges: 5
2018-04-11 22:32:15,210 : INFO : epoch 869: threshold: 0.870 avg_dist: 0.985 num_edges: 5
2018-04-11 22:32:15,220 : INFO : epoch 870: threshold: 0.871 avg_dist: 0.985 num_edges: 5
2018-04-11 22:32:15,232 : INFO : epoch 871: threshold: 0.872 avg_dist: 0.985 num_edges: 5
2018-04-11 22:32:15,240 : INFO : epoch 872: threshold: 0.873 avg_dist: 0.985 num_edges: 5
2018-04-11 22:32:15,246 : INFO : epoch 873: threshold: 0.874 avg_dist: 0.985 num_edges: 5
2018-04-11 22:32:15,253 : INFO : epoch 874: threshold: 0.875 avg_dist: 0.985 num_edges: 5
2018-04-11 22:32:15,262 : INFO : epoch 875: threshold: 0.876 avg_dist: 0.985 num_edges: 5
2018-04-11 22:32:15,271 : INFO : epoch 876: threshold: 0.877 avg_dist: 0.985 num_edges: 5
2018-04-11 22:32:15,282 : INFO : epoch 877: threshold: 0.878 avg_dist: 0.985 num_edges: 5
2018-04-11 22:32:15,290 : INFO : epoch 878: threshold: 0.879 avg_dist: 0.985 num_edges: 5
2018-04-11 22:32:15,300 : INFO : epoch 879: threshold: 0.880 avg_dist: 0.985 num_edges: 5
2018-04-11 22:32:15,309 : INFO : epoch 880: threshold: 0.881 avg_dist: 0.985 num_edges: 5
2018-04-11 22:32:15,321 : INFO : epoch 881: threshold: 0.882 avg_dist: 0.985 num_edges: 5
2018-04-11 22:32:15,331 : INFO : epoch 882: threshold: 0.883 avg_dist: 0.985 num_edges: 5
2018-04-11 22:32:15,342 : INFO : epoch 883: threshold: 0.884 avg_dist: 0.986 num_edges: 4
2018-04-11 22:32:15,349 : INFO : epoch 884: threshold: 0.885 avg_dist: 0.986 num_edges: 4
2018-04-11 22:32:15,356 : INFO : epoch 885: threshold: 0.886 avg_dist: 0.986 num_edges: 4
2018-04-11 22:32:15,365 : INFO : epoch 886: threshold: 0.887 avg_dist: 0.986 num_edges: 4
2018-04-11 22:32:15,373 : INFO : epoch 887: threshold: 0.888 avg_dist: 0.986 num_edges: 4
2018-04-11 22:32:15,383 : INFO : epoch 888: threshold: 0.889 avg_dist: 0.986 num_edges: 4
2018-04-11 22:32:15,392 : INFO : epoch 889: threshold: 0.890 avg_dist: 0.986 num_edges: 4
2018-04-11 22:32:15,399 : INFO : epoch 890: threshold: 0.891 avg_dist: 0.986 num_edges: 4
2018-04-11 22:32:15,407 : INFO : epoch 891: threshold: 0.892 avg_dist: 0.986 num_edges: 4
2018-04-11 22:32:15,415 : INFO : epoch 892: threshold: 0.893 avg_dist: 0.986 num_edges: 4
2018-04-11 22:32:15,432 : INFO : epoch 893: threshold: 0.894 avg_dist: 0.986 num_edges: 4
2018-04-11 22:32:15,444 : INFO : epoch 894: threshold: 0.895 avg_dist: 0.986 num_edges: 4
2018-04-11 22:32:15,461 : INFO : epoch 895: threshold: 0.896 avg_dist: 0.986 num_edges: 4
2018-04-11 22:32:15,473 : INFO : epoch 896: threshold: 0.897 avg_dist: 0.986 num_edges: 4
2018-04-11 22:32:15,482 : INFO : epoch 897: threshold: 0.898 avg_dist: 0.986 num_edges: 4
2018-04-11 22:32:15,490 : INFO : epoch 898: threshold: 0.899 avg_dist: 0.986 num_edges: 4
2018-04-11 22:32:15,498 : INFO : epoch 899: threshold: 0.900 avg_dist: 0.986 num_edges: 4
2018-04-11 22:32:15,505 : INFO : epoch 900: threshold: 0.901 avg_dist: 0.986 num_edges: 4
2018-04-11 22:32:15,514 : INFO : epoch 901: threshold: 0.902 avg_dist: 0.986 num_edges: 4
2018-04-11 22:32:15,521 : INFO : epoch 902: threshold: 0.903 avg_dist: 0.986 num_edges: 4
2018-04-11 22:32:15,534 : INFO : epoch 903: threshold: 0.904 avg_dist: 0.986 num_edges: 4
2018-04-11 22:32:15,545 : INFO : epoch 904: threshold: 0.905 avg_dist: 0.986 num_edges: 4
2018-04-11 22:32:15,552 : INFO : epoch 905: threshold: 0.906 avg_dist: 0.986 num_edges: 4
2018-04-11 22:32:15,559 : INFO : epoch 906: threshold: 0.907 avg_dist: 0.986 num_edges: 4
2018-04-11 22:32:15,567 : INFO : epoch 907: threshold: 0.908 avg_dist: 0.986 num_edges: 4
2018-04-11 22:32:15,575 : INFO : epoch 908: threshold: 0.909 avg_dist: 0.986 num_edges: 4
2018-04-11 22:32:15,584 : INFO : epoch 909: threshold: 0.910 avg_dist: 0.988 num_edges: 3
2018-04-11 22:32:15,591 : INFO : epoch 910: threshold: 0.911 avg_dist: 0.988 num_edges: 3
2018-04-11 22:32:15,597 : INFO : epoch 911: threshold: 0.912 avg_dist: 0.988 num_edges: 3
2018-04-11 22:32:15,604 : INFO : epoch 912: threshold: 0.913 avg_dist: 0.988 num_edges: 3
2018-04-11 22:32:15,611 : INFO : epoch 913: threshold: 0.914 avg_dist: 0.988 num_edges: 3
2018-04-11 22:32:15,619 : INFO : epoch 914: threshold: 0.915 avg_dist: 0.988 num_edges: 3
2018-04-11 22:32:15,631 : INFO : epoch 915: threshold: 0.916 avg_dist: 0.988 num_edges: 3
2018-04-11 22:32:15,638 : INFO : epoch 916: threshold: 0.917 avg_dist: 0.988 num_edges: 3
2018-04-11 22:32:15,648 : INFO : epoch 917: threshold: 0.918 avg_dist: 0.988 num_edges: 3
2018-04-11 22:32:15,655 : INFO : epoch 918: threshold: 0.919 avg_dist: 0.988 num_edges: 3
2018-04-11 22:32:15,662 : INFO : epoch 919: threshold: 0.920 avg_dist: 0.988 num_edges: 3
2018-04-11 22:32:15,669 : INFO : epoch 920: threshold: 0.921 avg_dist: 0.988 num_edges: 3
2018-04-11 22:32:15,675 : INFO : epoch 921: threshold: 0.922 avg_dist: 0.988 num_edges: 3
2018-04-11 22:32:15,684 : INFO : epoch 922: threshold: 0.923 avg_dist: 0.992 num_edges: 2
2018-04-11 22:32:15,695 : INFO : epoch 923: threshold: 0.924 avg_dist: 0.992 num_edges: 2
2018-04-11 22:32:15,702 : INFO : epoch 924: threshold: 0.925 avg_dist: 0.992 num_edges: 2
2018-04-11 22:32:15,710 : INFO : epoch 925: threshold: 0.926 avg_dist: 0.992 num_edges: 2
2018-04-11 22:32:15,718 : INFO : epoch 926: threshold: 0.927 avg_dist: 0.992 num_edges: 2
2018-04-11 22:32:15,724 : INFO : epoch 927: threshold: 0.928 avg_dist: 0.992 num_edges: 2
2018-04-11 22:32:15,731 : INFO : epoch 928: threshold: 0.929 avg_dist: 0.992 num_edges: 2
2018-04-11 22:32:15,740 : INFO : epoch 929: threshold: 0.930 avg_dist: 0.992 num_edges: 2
2018-04-11 22:32:15,748 : INFO : epoch 930: threshold: 0.931 avg_dist: 0.992 num_edges: 2
2018-04-11 22:32:15,755 : INFO : epoch 931: threshold: 0.932 avg_dist: 0.992 num_edges: 2
2018-04-11 22:32:15,761 : INFO : epoch 932: threshold: 0.933 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:15,769 : INFO : epoch 933: threshold: 0.934 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:15,780 : INFO : epoch 934: threshold: 0.935 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:15,787 : INFO : epoch 935: threshold: 0.936 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:15,794 : INFO : epoch 936: threshold: 0.937 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:15,800 : INFO : epoch 937: threshold: 0.938 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:15,807 : INFO : epoch 938: threshold: 0.939 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:15,813 : INFO : epoch 939: threshold: 0.940 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:15,819 : INFO : epoch 940: threshold: 0.941 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:15,831 : INFO : epoch 941: threshold: 0.942 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:15,838 : INFO : epoch 942: threshold: 0.943 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:15,845 : INFO : epoch 943: threshold: 0.944 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:15,852 : INFO : epoch 944: threshold: 0.945 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:15,858 : INFO : epoch 945: threshold: 0.946 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:15,868 : INFO : epoch 946: threshold: 0.947 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:15,881 : INFO : epoch 947: threshold: 0.948 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:15,888 : INFO : epoch 948: threshold: 0.949 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:15,895 : INFO : epoch 949: threshold: 0.950 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:15,902 : INFO : epoch 950: threshold: 0.951 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:15,908 : INFO : epoch 951: threshold: 0.952 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:15,916 : INFO : epoch 952: threshold: 0.953 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:15,928 : INFO : epoch 953: threshold: 0.954 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:15,935 : INFO : epoch 954: threshold: 0.955 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:15,942 : INFO : epoch 955: threshold: 0.956 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:15,949 : INFO : epoch 956: threshold: 0.957 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:15,956 : INFO : epoch 957: threshold: 0.958 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:15,963 : INFO : epoch 958: threshold: 0.959 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:15,970 : INFO : epoch 959: threshold: 0.960 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:15,977 : INFO : epoch 960: threshold: 0.961 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:15,987 : INFO : epoch 961: threshold: 0.962 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:15,994 : INFO : epoch 962: threshold: 0.963 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:16,002 : INFO : epoch 963: threshold: 0.964 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:16,009 : INFO : epoch 964: threshold: 0.965 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:16,021 : INFO : epoch 965: threshold: 0.966 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:16,028 : INFO : epoch 966: threshold: 0.967 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:16,035 : INFO : epoch 967: threshold: 0.968 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:16,042 : INFO : epoch 968: threshold: 0.969 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:16,050 : INFO : epoch 969: threshold: 0.970 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:16,057 : INFO : epoch 970: threshold: 0.971 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:16,066 : INFO : epoch 971: threshold: 0.972 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:16,073 : INFO : epoch 972: threshold: 0.973 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:16,080 : INFO : epoch 973: threshold: 0.974 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:16,087 : INFO : epoch 974: threshold: 0.975 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:16,093 : INFO : epoch 975: threshold: 0.976 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:16,104 : INFO : epoch 976: threshold: 0.977 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:16,112 : INFO : epoch 977: threshold: 0.978 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:16,120 : INFO : epoch 978: threshold: 0.979 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:16,132 : INFO : epoch 979: threshold: 0.980 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:16,139 : INFO : epoch 980: threshold: 0.981 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:16,149 : INFO : epoch 981: threshold: 0.982 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:16,157 : INFO : epoch 982: threshold: 0.983 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:16,168 : INFO : epoch 983: threshold: 0.984 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:16,174 : INFO : epoch 984: threshold: 0.985 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:16,182 : INFO : epoch 985: threshold: 0.986 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:16,189 : INFO : epoch 986: threshold: 0.987 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:16,196 : INFO : epoch 987: threshold: 0.988 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:16,202 : INFO : epoch 988: threshold: 0.989 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:16,209 : INFO : epoch 989: threshold: 0.990 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:16,215 : INFO : epoch 990: threshold: 0.991 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:16,222 : INFO : epoch 991: threshold: 0.992 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:16,232 : INFO : epoch 992: threshold: 0.993 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:16,241 : INFO : epoch 993: threshold: 0.994 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:16,247 : INFO : epoch 994: threshold: 0.995 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:16,254 : INFO : epoch 995: threshold: 0.996 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:16,260 : INFO : epoch 996: threshold: 0.997 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:16,267 : INFO : epoch 997: threshold: 0.998 avg_dist: 0.995 num_edges: 1
2018-04-11 22:32:16,274 : INFO : epoch 998: threshold: 0.999 avg_dist: 0.995 num_edges: 1
threshold: 0.319 dist 0.542208 (337, 0.338) edges 364/361.0 (318)

threshold: 0.319 dist 0.539511 (337, 0.338) edges 364/360.0 (318)

In [12]:
f = threshold_plot(
    thresholds,
    distances,
    edges,
    best_threshold,
    closest_edges,
    best_j_dist_threshold,
    lowest_avg_distances,
    np.sum(adj_mat)//2,
    cosim
)
In [13]:
f.savefig('IMG/tfidf_thresholding.png', format='png', bbox_inches='tight')

Generate network

In [14]:
model_adj_mat = set_edges(cosim, best_threshold,binary=True)
2018-04-11 22:32:18,535 : INFO : dimension: 184, 184
In [15]:
# visualise matrix
f = plt.figure(figsize=(15, 5))
# ORIGINAL COLALB NET
ax1 = f.add_subplot(131)
ax1.axis('off')
sns.heatmap(adj_mat, cbar=False, square=True)
ax1.set_title('infnet20yr\n(#Edges={})'.format(int(np.sum(adj_mat) // 2)))

# COSIM
ax2 = f.add_subplot(132)
ax2.axis('off')
sns.heatmap(
    cosim,
    cbar=False,
    square=True,
    ax=ax2,
    vmax=1,
    vmin=0,
    robust=True,
    cmap='gnuplot2')
ax2.set_title('Cosine similairty\nbetween researchers')

# FINAL :
ax3 = f.add_subplot(133)
ax3.axis('off')
sns.heatmap(model_adj_mat, cbar=False, square=True, ax=ax3)
ax3.set_title('tfidf\n($\epsilon$={:.3f}, #Edges={})'.format(
    best_threshold,
    int(np.sum(model_adj_mat) // 2)))

f.tight_layout()
In [16]:
g_tfidf = adj_mat_to_graph(model_adj_mat, collabnet.id.tolist())
In [17]:
print(nx.info(g_tfidf))
Name: 
Type: Graph
Number of nodes: 166
Number of edges: 364
Average degree:   4.3855
In [18]:
artist.draw_default_layout(
    g_tfidf,
    lookup_poinf=get_lookup_poinf(),
    file_prefix='tfidf_6yr',
    SAVE_GRAPHS=True)
2018-04-11 22:32:19,582 : INFO : SAVE_GRAPHS: True
In [19]:
artist.draw_circular_layout(
    g_tfidf,
    get_lookup_poinf(),
    file_prefix='tfidf_6yr',
    SAVE_GRAPHS=True)
2018-04-11 22:32:22,398 : INFO : SAVE_GRAPHS: True

Descriptive statistics

In [22]:
nx.draw(
    g_tfidf,
    pos=nx.spring_layout(g_tfidf),
    node_size=30,
    node_color=artist.color_by_inst(g_tfidf, get_lookup_poinf()))
In [23]:
gccs = generateGCC(g_tfidf)
component 1: 85.54%
component 2: 4.22%
component 3: 2.41%
component 4: 2.41%
component 5: 1.81%
component 6: 1.20%
component 7: 1.20%
component 8: 1.20%
In [24]:
c_coeff,avg=clustering_coeff(g_tfidf)
print(avg)
0.49925783720964445
In [25]:
# transitivity
nx.transitivity(g_tfidf)
Out[25]:
0.4975822050290135
In [26]:
x = nx.degree_histogram(g_tfidf)
print(x[0]+x[1])
28

topic-collaboration networks

topicnet-20yr

Created using:

  1. infnet-20yr
  2. tm-20yr
In [27]:
# filter our lookup table according to the tokens
lookup_combined_toks = prepare_toks(top=1997, bottom=2017)

Deriving topicnet-20yr

In [28]:
# Load Collaboration Network
collabnet = pd.read_csv('../../data/data_schoolofinf/poinf_collabgraph_1997-2017.txt', 
                       sep='\n',
                       names=['id'])
adj_mat = np.load('../../data/data_schoolofinf/mat/infnet20yrs-adj-mat.pkl')
In [29]:
# Gather the publications for each individual:
topicnet = collabnet.join(df_pubmapping, how='left', on='id')
In [30]:
# Load Topic Model
tm = models.LdaModel.load('../../topicModel/src/tmfull_meta/res/best_ldamodel')
print((tm.minimum_probability))
dict_tm = Dictionary.load('../../data/data_schoolofinf/corpora/dictionary.meta')

# Generate tokens for each publication:
topicnet['toks'] = topicnet['pub_ids'].apply(lambda a: gen_toks(a, lookup_combined_toks))
2018-04-11 22:35:42,975 : INFO : loading LdaModel object from ../../topicModel/src/tmfull_meta/res/best_ldamodel
2018-04-11 22:35:42,997 : INFO : loading expElogbeta from ../../topicModel/src/tmfull_meta/res/best_ldamodel.expElogbeta.npy with mmap=None
2018-04-11 22:35:43,024 : INFO : setting ignored attribute dispatcher to None
2018-04-11 22:35:43,025 : INFO : setting ignored attribute state to None
2018-04-11 22:35:43,025 : INFO : setting ignored attribute id2word to None
2018-04-11 22:35:43,028 : INFO : loaded ../../topicModel/src/tmfull_meta/res/best_ldamodel
2018-04-11 22:35:43,029 : INFO : loading LdaModel object from ../../topicModel/src/tmfull_meta/res/best_ldamodel.state
2018-04-11 22:35:43,066 : INFO : loaded ../../topicModel/src/tmfull_meta/res/best_ldamodel.state
2018-04-11 22:35:43,079 : INFO : loading Dictionary object from ../../data/data_schoolofinf/corpora/dictionary.meta
2018-04-11 22:35:43,095 : INFO : loaded ../../data/data_schoolofinf/corpora/dictionary.meta
0.01
In [31]:
# use TM for infernece on the model
topicnet['topic_probs'] = topicnet['toks'].apply(lambda a: tm.get_document_topics(dict_tm.doc2bow(a))
                                                if len(a) else None)
In [32]:
# Generate cosine similarity between individuals:
cosim = compare_researchers(topicnet.topic_probs.tolist(), tm.num_topics)
In [10]:
# find the best threshold:
thresholds, edges, distances, closest_edges, best_threshold, lowest_avg_distances, best_j_dist_epoch, best_j_dist_threshold = \
find_best_threshold(adj_mat, cosim, num_iter=10000, step_size=0.001)
2018-04-06 20:02:46,313 : INFO : Number of ground_truth_edges: 471.0
2018-04-06 20:02:46,314 : INFO : binary edges: True
2018-04-06 20:02:46,322 : INFO : epoch 0: threshold: 0.001 avg_dist: 0.975 num_edges: 18504
2018-04-06 20:02:46,329 : INFO : epoch 1: threshold: 0.002 avg_dist: 0.974 num_edges: 18369
2018-04-06 20:02:46,336 : INFO : epoch 2: threshold: 0.003 avg_dist: 0.974 num_edges: 18231
2018-04-06 20:02:46,343 : INFO : epoch 3: threshold: 0.004 avg_dist: 0.974 num_edges: 18094
2018-04-06 20:02:46,350 : INFO : epoch 4: threshold: 0.005 avg_dist: 0.974 num_edges: 17949
2018-04-06 20:02:46,357 : INFO : epoch 5: threshold: 0.006 avg_dist: 0.974 num_edges: 17829
2018-04-06 20:02:46,363 : INFO : epoch 6: threshold: 0.007 avg_dist: 0.973 num_edges: 17690
2018-04-06 20:02:46,370 : INFO : epoch 7: threshold: 0.008 avg_dist: 0.973 num_edges: 17542
2018-04-06 20:02:46,376 : INFO : epoch 8: threshold: 0.009 avg_dist: 0.973 num_edges: 17401
2018-04-06 20:02:46,383 : INFO : epoch 9: threshold: 0.010 avg_dist: 0.973 num_edges: 17250
2018-04-06 20:02:46,389 : INFO : epoch 10: threshold: 0.011 avg_dist: 0.972 num_edges: 17108
2018-04-06 20:02:46,396 : INFO : epoch 11: threshold: 0.012 avg_dist: 0.972 num_edges: 16982
2018-04-06 20:02:46,403 : INFO : epoch 12: threshold: 0.013 avg_dist: 0.972 num_edges: 16839
2018-04-06 20:02:46,409 : INFO : epoch 13: threshold: 0.014 avg_dist: 0.972 num_edges: 16715
2018-04-06 20:02:46,416 : INFO : epoch 14: threshold: 0.015 avg_dist: 0.972 num_edges: 16590
2018-04-06 20:02:46,422 : INFO : epoch 15: threshold: 0.016 avg_dist: 0.971 num_edges: 16453
2018-04-06 20:02:46,429 : INFO : epoch 16: threshold: 0.017 avg_dist: 0.971 num_edges: 16319
2018-04-06 20:02:46,435 : INFO : epoch 17: threshold: 0.018 avg_dist: 0.971 num_edges: 16201
2018-04-06 20:02:46,442 : INFO : epoch 18: threshold: 0.019 avg_dist: 0.970 num_edges: 16072
2018-04-06 20:02:46,449 : INFO : epoch 19: threshold: 0.020 avg_dist: 0.970 num_edges: 15957
2018-04-06 20:02:46,455 : INFO : epoch 20: threshold: 0.021 avg_dist: 0.970 num_edges: 15840
2018-04-06 20:02:46,462 : INFO : epoch 21: threshold: 0.022 avg_dist: 0.970 num_edges: 15713
2018-04-06 20:02:46,469 : INFO : epoch 22: threshold: 0.023 avg_dist: 0.969 num_edges: 15602
2018-04-06 20:02:46,476 : INFO : epoch 23: threshold: 0.024 avg_dist: 0.969 num_edges: 15476
2018-04-06 20:02:46,482 : INFO : epoch 24: threshold: 0.025 avg_dist: 0.969 num_edges: 15340
2018-04-06 20:02:46,489 : INFO : epoch 25: threshold: 0.026 avg_dist: 0.969 num_edges: 15219
2018-04-06 20:02:46,495 : INFO : epoch 26: threshold: 0.027 avg_dist: 0.968 num_edges: 15116
2018-04-06 20:02:46,502 : INFO : epoch 27: threshold: 0.028 avg_dist: 0.968 num_edges: 15007
2018-04-06 20:02:46,509 : INFO : epoch 28: threshold: 0.029 avg_dist: 0.968 num_edges: 14897
2018-04-06 20:02:46,515 : INFO : epoch 29: threshold: 0.030 avg_dist: 0.968 num_edges: 14783
2018-04-06 20:02:46,522 : INFO : epoch 30: threshold: 0.031 avg_dist: 0.967 num_edges: 14691
2018-04-06 20:02:46,529 : INFO : epoch 31: threshold: 0.032 avg_dist: 0.967 num_edges: 14566
2018-04-06 20:02:46,536 : INFO : epoch 32: threshold: 0.033 avg_dist: 0.967 num_edges: 14455
2018-04-06 20:02:46,542 : INFO : epoch 33: threshold: 0.034 avg_dist: 0.966 num_edges: 14352
2018-04-06 20:02:46,549 : INFO : epoch 34: threshold: 0.035 avg_dist: 0.966 num_edges: 14253
2018-04-06 20:02:46,556 : INFO : epoch 35: threshold: 0.036 avg_dist: 0.966 num_edges: 14154
2018-04-06 20:02:46,563 : INFO : epoch 36: threshold: 0.037 avg_dist: 0.965 num_edges: 14068
2018-04-06 20:02:46,569 : INFO : epoch 37: threshold: 0.038 avg_dist: 0.965 num_edges: 13967
2018-04-06 20:02:46,576 : INFO : epoch 38: threshold: 0.039 avg_dist: 0.965 num_edges: 13868
2018-04-06 20:02:46,583 : INFO : epoch 39: threshold: 0.040 avg_dist: 0.965 num_edges: 13771
2018-04-06 20:02:46,590 : INFO : epoch 40: threshold: 0.041 avg_dist: 0.964 num_edges: 13679
2018-04-06 20:02:46,597 : INFO : epoch 41: threshold: 0.042 avg_dist: 0.964 num_edges: 13598
2018-04-06 20:02:46,603 : INFO : epoch 42: threshold: 0.043 avg_dist: 0.964 num_edges: 13503
2018-04-06 20:02:46,610 : INFO : epoch 43: threshold: 0.044 avg_dist: 0.964 num_edges: 13407
2018-04-06 20:02:46,617 : INFO : epoch 44: threshold: 0.045 avg_dist: 0.963 num_edges: 13300
2018-04-06 20:02:46,624 : INFO : epoch 45: threshold: 0.046 avg_dist: 0.963 num_edges: 13189
2018-04-06 20:02:46,631 : INFO : epoch 46: threshold: 0.047 avg_dist: 0.962 num_edges: 13087
2018-04-06 20:02:46,637 : INFO : epoch 47: threshold: 0.048 avg_dist: 0.962 num_edges: 12986
2018-04-06 20:02:46,644 : INFO : epoch 48: threshold: 0.049 avg_dist: 0.962 num_edges: 12884
2018-04-06 20:02:46,651 : INFO : epoch 49: threshold: 0.050 avg_dist: 0.961 num_edges: 12793
2018-04-06 20:02:46,658 : INFO : epoch 50: threshold: 0.051 avg_dist: 0.961 num_edges: 12691
2018-04-06 20:02:46,664 : INFO : epoch 51: threshold: 0.052 avg_dist: 0.961 num_edges: 12587
2018-04-06 20:02:46,671 : INFO : epoch 52: threshold: 0.053 avg_dist: 0.960 num_edges: 12511
2018-04-06 20:02:46,678 : INFO : epoch 53: threshold: 0.054 avg_dist: 0.960 num_edges: 12434
2018-04-06 20:02:46,685 : INFO : epoch 54: threshold: 0.055 avg_dist: 0.960 num_edges: 12352
2018-04-06 20:02:46,692 : INFO : epoch 55: threshold: 0.056 avg_dist: 0.960 num_edges: 12253
2018-04-06 20:02:46,699 : INFO : epoch 56: threshold: 0.057 avg_dist: 0.959 num_edges: 12161
2018-04-06 20:02:46,706 : INFO : epoch 57: threshold: 0.058 avg_dist: 0.959 num_edges: 12074
2018-04-06 20:02:46,713 : INFO : epoch 58: threshold: 0.059 avg_dist: 0.958 num_edges: 11977
2018-04-06 20:02:46,719 : INFO : epoch 59: threshold: 0.060 avg_dist: 0.958 num_edges: 11889
2018-04-06 20:02:46,726 : INFO : epoch 60: threshold: 0.061 avg_dist: 0.958 num_edges: 11805
2018-04-06 20:02:46,733 : INFO : epoch 61: threshold: 0.062 avg_dist: 0.957 num_edges: 11719
2018-04-06 20:02:46,739 : INFO : epoch 62: threshold: 0.063 avg_dist: 0.957 num_edges: 11644
2018-04-06 20:02:46,746 : INFO : epoch 63: threshold: 0.064 avg_dist: 0.957 num_edges: 11554
2018-04-06 20:02:46,753 : INFO : epoch 64: threshold: 0.065 avg_dist: 0.956 num_edges: 11459
2018-04-06 20:02:46,759 : INFO : epoch 65: threshold: 0.066 avg_dist: 0.956 num_edges: 11390
2018-04-06 20:02:46,766 : INFO : epoch 66: threshold: 0.067 avg_dist: 0.956 num_edges: 11309
2018-04-06 20:02:46,773 : INFO : epoch 67: threshold: 0.068 avg_dist: 0.955 num_edges: 11238
2018-04-06 20:02:46,780 : INFO : epoch 68: threshold: 0.069 avg_dist: 0.955 num_edges: 11159
2018-04-06 20:02:46,787 : INFO : epoch 69: threshold: 0.070 avg_dist: 0.955 num_edges: 11075
2018-04-06 20:02:46,793 : INFO : epoch 70: threshold: 0.071 avg_dist: 0.954 num_edges: 11000
2018-04-06 20:02:46,800 : INFO : epoch 71: threshold: 0.072 avg_dist: 0.954 num_edges: 10931
2018-04-06 20:02:46,807 : INFO : epoch 72: threshold: 0.073 avg_dist: 0.954 num_edges: 10860
2018-04-06 20:02:46,814 : INFO : epoch 73: threshold: 0.074 avg_dist: 0.953 num_edges: 10787
2018-04-06 20:02:46,820 : INFO : epoch 74: threshold: 0.075 avg_dist: 0.953 num_edges: 10704
2018-04-06 20:02:46,827 : INFO : epoch 75: threshold: 0.076 avg_dist: 0.953 num_edges: 10631
2018-04-06 20:02:46,834 : INFO : epoch 76: threshold: 0.077 avg_dist: 0.952 num_edges: 10554
2018-04-06 20:02:46,841 : INFO : epoch 77: threshold: 0.078 avg_dist: 0.952 num_edges: 10484
2018-04-06 20:02:46,847 : INFO : epoch 78: threshold: 0.079 avg_dist: 0.951 num_edges: 10404
2018-04-06 20:02:46,854 : INFO : epoch 79: threshold: 0.080 avg_dist: 0.951 num_edges: 10329
2018-04-06 20:02:46,861 : INFO : epoch 80: threshold: 0.081 avg_dist: 0.951 num_edges: 10265
2018-04-06 20:02:46,867 : INFO : epoch 81: threshold: 0.082 avg_dist: 0.950 num_edges: 10197
2018-04-06 20:02:46,874 : INFO : epoch 82: threshold: 0.083 avg_dist: 0.950 num_edges: 10125
2018-04-06 20:02:46,881 : INFO : epoch 83: threshold: 0.084 avg_dist: 0.949 num_edges: 10056
2018-04-06 20:02:46,888 : INFO : epoch 84: threshold: 0.085 avg_dist: 0.949 num_edges: 9996
2018-04-06 20:02:46,895 : INFO : epoch 85: threshold: 0.086 avg_dist: 0.948 num_edges: 9925
2018-04-06 20:02:46,901 : INFO : epoch 86: threshold: 0.087 avg_dist: 0.948 num_edges: 9860
2018-04-06 20:02:46,908 : INFO : epoch 87: threshold: 0.088 avg_dist: 0.948 num_edges: 9793
2018-04-06 20:02:46,915 : INFO : epoch 88: threshold: 0.089 avg_dist: 0.947 num_edges: 9732
2018-04-06 20:02:46,922 : INFO : epoch 89: threshold: 0.090 avg_dist: 0.947 num_edges: 9666
2018-04-06 20:02:46,929 : INFO : epoch 90: threshold: 0.091 avg_dist: 0.947 num_edges: 9615
2018-04-06 20:02:46,936 : INFO : epoch 91: threshold: 0.092 avg_dist: 0.947 num_edges: 9566
2018-04-06 20:02:46,943 : INFO : epoch 92: threshold: 0.093 avg_dist: 0.946 num_edges: 9502
2018-04-06 20:02:46,950 : INFO : epoch 93: threshold: 0.094 avg_dist: 0.946 num_edges: 9435
2018-04-06 20:02:46,956 : INFO : epoch 94: threshold: 0.095 avg_dist: 0.946 num_edges: 9378
2018-04-06 20:02:46,963 : INFO : epoch 95: threshold: 0.096 avg_dist: 0.945 num_edges: 9328
2018-04-06 20:02:46,970 : INFO : epoch 96: threshold: 0.097 avg_dist: 0.945 num_edges: 9266
2018-04-06 20:02:46,977 : INFO : epoch 97: threshold: 0.098 avg_dist: 0.945 num_edges: 9201
2018-04-06 20:02:46,984 : INFO : epoch 98: threshold: 0.099 avg_dist: 0.944 num_edges: 9142
2018-04-06 20:02:46,991 : INFO : epoch 99: threshold: 0.100 avg_dist: 0.944 num_edges: 9093
2018-04-06 20:02:46,998 : INFO : epoch 100: threshold: 0.101 avg_dist: 0.944 num_edges: 9036
2018-04-06 20:02:47,005 : INFO : epoch 101: threshold: 0.102 avg_dist: 0.943 num_edges: 8975
2018-04-06 20:02:47,011 : INFO : epoch 102: threshold: 0.103 avg_dist: 0.943 num_edges: 8931
2018-04-06 20:02:47,018 : INFO : epoch 103: threshold: 0.104 avg_dist: 0.943 num_edges: 8876
2018-04-06 20:02:47,025 : INFO : epoch 104: threshold: 0.105 avg_dist: 0.943 num_edges: 8824
2018-04-06 20:02:47,032 : INFO : epoch 105: threshold: 0.106 avg_dist: 0.942 num_edges: 8785
2018-04-06 20:02:47,039 : INFO : epoch 106: threshold: 0.107 avg_dist: 0.942 num_edges: 8744
2018-04-06 20:02:47,046 : INFO : epoch 107: threshold: 0.108 avg_dist: 0.942 num_edges: 8686
2018-04-06 20:02:47,052 : INFO : epoch 108: threshold: 0.109 avg_dist: 0.942 num_edges: 8649
2018-04-06 20:02:47,059 : INFO : epoch 109: threshold: 0.110 avg_dist: 0.941 num_edges: 8608
2018-04-06 20:02:47,066 : INFO : epoch 110: threshold: 0.111 avg_dist: 0.941 num_edges: 8558
2018-04-06 20:02:47,073 : INFO : epoch 111: threshold: 0.112 avg_dist: 0.941 num_edges: 8508
2018-04-06 20:02:47,080 : INFO : epoch 112: threshold: 0.113 avg_dist: 0.941 num_edges: 8457
2018-04-06 20:02:47,086 : INFO : epoch 113: threshold: 0.114 avg_dist: 0.941 num_edges: 8416
2018-04-06 20:02:47,093 : INFO : epoch 114: threshold: 0.115 avg_dist: 0.940 num_edges: 8375
2018-04-06 20:02:47,100 : INFO : epoch 115: threshold: 0.116 avg_dist: 0.940 num_edges: 8340
2018-04-06 20:02:47,107 : INFO : epoch 116: threshold: 0.117 avg_dist: 0.940 num_edges: 8301
2018-04-06 20:02:47,114 : INFO : epoch 117: threshold: 0.118 avg_dist: 0.939 num_edges: 8257
2018-04-06 20:02:47,121 : INFO : epoch 118: threshold: 0.119 avg_dist: 0.939 num_edges: 8203
2018-04-06 20:02:47,128 : INFO : epoch 119: threshold: 0.120 avg_dist: 0.939 num_edges: 8158
2018-04-06 20:02:47,135 : INFO : epoch 120: threshold: 0.121 avg_dist: 0.939 num_edges: 8103
2018-04-06 20:02:47,142 : INFO : epoch 121: threshold: 0.122 avg_dist: 0.938 num_edges: 8055
2018-04-06 20:02:47,149 : INFO : epoch 122: threshold: 0.123 avg_dist: 0.938 num_edges: 8005
2018-04-06 20:02:47,156 : INFO : epoch 123: threshold: 0.124 avg_dist: 0.938 num_edges: 7958
2018-04-06 20:02:47,162 : INFO : epoch 124: threshold: 0.125 avg_dist: 0.937 num_edges: 7919
2018-04-06 20:02:47,169 : INFO : epoch 125: threshold: 0.126 avg_dist: 0.937 num_edges: 7869
2018-04-06 20:02:47,176 : INFO : epoch 126: threshold: 0.127 avg_dist: 0.937 num_edges: 7832
2018-04-06 20:02:47,183 : INFO : epoch 127: threshold: 0.128 avg_dist: 0.936 num_edges: 7798
2018-04-06 20:02:47,190 : INFO : epoch 128: threshold: 0.129 avg_dist: 0.936 num_edges: 7764
2018-04-06 20:02:47,197 : INFO : epoch 129: threshold: 0.130 avg_dist: 0.936 num_edges: 7725
2018-04-06 20:02:47,203 : INFO : epoch 130: threshold: 0.131 avg_dist: 0.935 num_edges: 7684
2018-04-06 20:02:47,210 : INFO : epoch 131: threshold: 0.132 avg_dist: 0.935 num_edges: 7641
2018-04-06 20:02:47,217 : INFO : epoch 132: threshold: 0.133 avg_dist: 0.935 num_edges: 7607
2018-04-06 20:02:47,224 : INFO : epoch 133: threshold: 0.134 avg_dist: 0.935 num_edges: 7568
2018-04-06 20:02:47,231 : INFO : epoch 134: threshold: 0.135 avg_dist: 0.934 num_edges: 7537
2018-04-06 20:02:47,238 : INFO : epoch 135: threshold: 0.136 avg_dist: 0.934 num_edges: 7504
2018-04-06 20:02:47,244 : INFO : epoch 136: threshold: 0.137 avg_dist: 0.934 num_edges: 7465
2018-04-06 20:02:47,251 : INFO : epoch 137: threshold: 0.138 avg_dist: 0.933 num_edges: 7420
2018-04-06 20:02:47,258 : INFO : epoch 138: threshold: 0.139 avg_dist: 0.933 num_edges: 7376
2018-04-06 20:02:47,265 : INFO : epoch 139: threshold: 0.140 avg_dist: 0.933 num_edges: 7342
2018-04-06 20:02:47,272 : INFO : epoch 140: threshold: 0.141 avg_dist: 0.932 num_edges: 7304
2018-04-06 20:02:47,278 : INFO : epoch 141: threshold: 0.142 avg_dist: 0.932 num_edges: 7279
2018-04-06 20:02:47,285 : INFO : epoch 142: threshold: 0.143 avg_dist: 0.932 num_edges: 7241
2018-04-06 20:02:47,292 : INFO : epoch 143: threshold: 0.144 avg_dist: 0.932 num_edges: 7215
2018-04-06 20:02:47,299 : INFO : epoch 144: threshold: 0.145 avg_dist: 0.931 num_edges: 7178
2018-04-06 20:02:47,306 : INFO : epoch 145: threshold: 0.146 avg_dist: 0.931 num_edges: 7148
2018-04-06 20:02:47,313 : INFO : epoch 146: threshold: 0.147 avg_dist: 0.931 num_edges: 7112
2018-04-06 20:02:47,320 : INFO : epoch 147: threshold: 0.148 avg_dist: 0.931 num_edges: 7079
2018-04-06 20:02:47,327 : INFO : epoch 148: threshold: 0.149 avg_dist: 0.931 num_edges: 7045
2018-04-06 20:02:47,333 : INFO : epoch 149: threshold: 0.150 avg_dist: 0.931 num_edges: 7017
2018-04-06 20:02:47,340 : INFO : epoch 150: threshold: 0.151 avg_dist: 0.931 num_edges: 6979
2018-04-06 20:02:47,347 : INFO : epoch 151: threshold: 0.152 avg_dist: 0.930 num_edges: 6946
2018-04-06 20:02:47,354 : INFO : epoch 152: threshold: 0.153 avg_dist: 0.930 num_edges: 6918
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2018-04-06 20:02:52,969 : INFO : epoch 965: threshold: 0.966 avg_dist: 0.923 num_edges: 59
2018-04-06 20:02:52,975 : INFO : epoch 966: threshold: 0.967 avg_dist: 0.924 num_edges: 57
2018-04-06 20:02:52,982 : INFO : epoch 967: threshold: 0.968 avg_dist: 0.926 num_edges: 55
2018-04-06 20:02:52,988 : INFO : epoch 968: threshold: 0.969 avg_dist: 0.926 num_edges: 53
2018-04-06 20:02:52,995 : INFO : epoch 969: threshold: 0.970 avg_dist: 0.927 num_edges: 52
2018-04-06 20:02:53,001 : INFO : epoch 970: threshold: 0.971 avg_dist: 0.929 num_edges: 50
2018-04-06 20:02:53,008 : INFO : epoch 971: threshold: 0.972 avg_dist: 0.936 num_edges: 48
2018-04-06 20:02:53,014 : INFO : epoch 972: threshold: 0.973 avg_dist: 0.936 num_edges: 47
2018-04-06 20:02:53,021 : INFO : epoch 973: threshold: 0.974 avg_dist: 0.939 num_edges: 45
2018-04-06 20:02:53,027 : INFO : epoch 974: threshold: 0.975 avg_dist: 0.941 num_edges: 42
2018-04-06 20:02:53,034 : INFO : epoch 975: threshold: 0.976 avg_dist: 0.942 num_edges: 41
2018-04-06 20:02:53,040 : INFO : epoch 976: threshold: 0.977 avg_dist: 0.942 num_edges: 41
2018-04-06 20:02:53,047 : INFO : epoch 977: threshold: 0.978 avg_dist: 0.948 num_edges: 38
2018-04-06 20:02:53,053 : INFO : epoch 978: threshold: 0.979 avg_dist: 0.948 num_edges: 35
2018-04-06 20:02:53,060 : INFO : epoch 979: threshold: 0.980 avg_dist: 0.951 num_edges: 32
2018-04-06 20:02:53,066 : INFO : epoch 980: threshold: 0.981 avg_dist: 0.953 num_edges: 31
2018-04-06 20:02:53,073 : INFO : epoch 981: threshold: 0.982 avg_dist: 0.956 num_edges: 30
2018-04-06 20:02:53,079 : INFO : epoch 982: threshold: 0.983 avg_dist: 0.959 num_edges: 28
2018-04-06 20:02:53,085 : INFO : epoch 983: threshold: 0.984 avg_dist: 0.960 num_edges: 26
2018-04-06 20:02:53,093 : INFO : epoch 984: threshold: 0.985 avg_dist: 0.961 num_edges: 25
2018-04-06 20:02:53,099 : INFO : epoch 985: threshold: 0.986 avg_dist: 0.961 num_edges: 24
2018-04-06 20:02:53,106 : INFO : epoch 986: threshold: 0.987 avg_dist: 0.961 num_edges: 23
2018-04-06 20:02:53,112 : INFO : epoch 987: threshold: 0.988 avg_dist: 0.967 num_edges: 21
2018-04-06 20:02:53,119 : INFO : epoch 988: threshold: 0.989 avg_dist: 0.974 num_edges: 16
2018-04-06 20:02:53,125 : INFO : epoch 989: threshold: 0.990 avg_dist: 0.977 num_edges: 13
2018-04-06 20:02:53,132 : INFO : epoch 990: threshold: 0.991 avg_dist: 0.980 num_edges: 10
2018-04-06 20:02:53,138 : INFO : epoch 991: threshold: 0.992 avg_dist: 0.987 num_edges: 7
2018-04-06 20:02:53,144 : INFO : epoch 992: threshold: 0.993 avg_dist: 0.987 num_edges: 5
2018-04-06 20:02:53,151 : INFO : epoch 993: threshold: 0.994 avg_dist: 0.990 num_edges: 4
2018-04-06 20:02:53,157 : INFO : epoch 994: threshold: 0.995 avg_dist: 0.994 num_edges: 2
2018-04-06 20:02:53,164 : INFO : epoch 995: threshold: 0.996 avg_dist: 0.994 num_edges: 2
2018-04-06 20:02:53,171 : INFO : epoch 996: threshold: 0.997 avg_dist: 0.995 num_edges: 1
2018-04-06 20:02:53,178 : INFO : epoch 997: threshold: 0.998 avg_dist: 0.995 num_edges: 1
2018-04-06 20:02:53,184 : INFO : epoch 998: threshold: 0.999 avg_dist: 0.995 num_edges: 1
threshold: 0.837 dist 0.783736 (735, 0.736) edges 473/471.0 (836)

threshold: 0.837 dist 0.783736 (735, 0.736) edges 473/471.0 (836)

In [33]:
# Set the edges:
topicnet_adj_mat = set_edges(cosim, 0.837, binary=True)
2018-04-11 22:38:05,845 : INFO : dimension: 195, 195
In [12]:
# Save the topicnet adj-mat
topicnet_adj_mat.dump(open('./res/topicnet20yr_adjmat.pkl','wb'))

Visualise

Thresholding:

In [21]:
f = threshold_plot(
    thresholds,
    distances,
    edges,
    best_threshold,
    closest_edges,
    best_j_dist_threshold,
    lowest_avg_distances,
    ground_truth_num_edges=np.sum(adj_mat)//2,
    cosim=cosim
)
In [14]:
f.savefig(
    './IMG/topicnet20yr_thresholding.png', format='png', bbox_inches='tight')

As series of matrices:

In [34]:
f = plt.figure(figsize=(15, 5))
# ORIGINAL COLALB NET
ax1 = f.add_subplot(131)
ax1.axis('off')
sns.heatmap(adj_mat, cbar=False, square=True)
ax1.set_title('infnet20yr\n(#Edges={})'.format(int(np.sum(adj_mat) // 2)))

# COSIM
ax2 = f.add_subplot(132)
ax2.axis('off')
sns.heatmap(
    cosim,
    cbar=False,
    square=True,
    ax=ax2,
    vmax=1,
    vmin=0,
    robust=True,
    cmap='gnuplot2')
ax2.set_title('Cosine similairty\nbetween researchers')

# FINAL :
ax3 = f.add_subplot(133)
ax3.axis('off')
sns.heatmap(topicnet_adj_mat, cbar=False, square=True, ax=ax3)
ax3.set_title('topicnet20yr\n($\epsilon$={:.3f}, #Edges={})'.format(
    best_threshold,
    int(np.sum(topicnet_adj_mat) // 2)))

f.tight_layout()
In [16]:
f.savefig('./IMG/topicnet20yr_adjmats.png')

As networks:

In [35]:
g_topicnet20yr = adj_mat_to_graph(topicnet_adj_mat, collabnet.id.tolist())
In [36]:
print(nx.info(g_topicnet20yr))
Name: 
Type: Graph
Number of nodes: 169
Number of edges: 473
Average degree:   5.5976
In [37]:
artist.draw_default_layout(
    g_topicnet20yr,
    lookup_poinf=get_lookup_poinf(),
    file_prefix='topicnet20yr',
    SAVE_GRAPHS=True)
2018-04-11 22:38:23,112 : INFO : SAVE_GRAPHS: True
In [38]:
artist.draw_circular_layout(
    g_topicnet20yr,
    get_lookup_poinf(),
    file_prefix='topicnet20yr',
    SAVE_GRAPHS=True)
2018-04-11 22:38:26,170 : INFO : SAVE_GRAPHS: True
In [39]:
nx.draw(
    g_topicnet20yr,
    pos=nx.spring_layout(g_topicnet20yr),
    node_size=30,
    node_color=artist.color_by_inst(g_topicnet20yr, get_lookup_poinf()))
In [40]:
pos_topicnet20yr = nx.spring_layout(g_topicnet20yr,k=.1)
In [41]:
# Visualise with topic label
partition_dict = {}
topicnet['list_tm'] = topicnet.topic_probs.apply(lambda x: to_list(x, 30))

n = 0
for i, nodes in enumerate(nx.connected_components(g_topicnet20yr)):

    n += len(nodes)
    a = topicnet[topicnet.id.isin(nodes)].list_tm.tolist()
    topic_dist = np.mean(a, axis=0)
    partition_dict[i] = {
        'nodes': nodes,
        'topic_dist': topic_dist,
        'most_probable_topic': np.argmax(topic_dist)
    }
    
topics = [
    3, 7, 14, 4, 24, 0, 2, 17, 20, 16, 11, 21, 13, 8, 18, 1, 5, 22, 19, 23,
    9,12, 15, 6, 10
]
labels = [
    'Machine Translation', 'IRR', 'Neuroscience', 'IRR', 'Bioinformatics',
    'Computer Vision', 'Speech Synethesis', 'Relational Algebra (?)',
    'Formal Language', 'Machine Learning', 'Formal Verification',
    'Robot Control', 'Database System', 'NLP', 'Agent Based System',
    'Compiler Optimisation', '??', 'Communication Network', '??',
    'Computer simulation', 'Cognitive Science', 'Algorithm',
    'Information Rerieval', 'Formal Logic (?)', 'Quantum Computing (?)'
]

TOPIC_DICT = dict((a,b) for a,b in zip(topics,labels))

f = plt.figure(figsize=(20, 12))
ax = f.add_subplot(111)

nx.draw(
    g_topicnet20yr,
    pos=pos_topicnet20yr,
    ax=ax,
    node_size=50,
    alpha=.9,
    node_color=artist.color_by_inst(g_topicnet20yr, get_lookup_poinf()))

for _, node_dict in list(partition_dict.items()):
    # calculate average position:
    pos_x, pos_y = 0, 0
    for node in node_dict['nodes']:
        pos_x += pos_topicnet20yr[node][0]
        pos_y += pos_topicnet20yr[node][1]
    pos_x /= len(node_dict['nodes'])
    pos_y /= len(node_dict['nodes'])
    topic_num = node_dict['most_probable_topic']
    ax.text(
        pos_x-.1,
        pos_y - .1,
        "{}-{}".format(topic_num + 1, TOPIC_DICT[topic_num]),
        withdash=True,
        size=17,
        weight='bold')
#     print((node_dict['most_probable_topic']))

artist.add_inst_labels(ax)
ax.legend(
    loc='upper center',
    bbox_to_anchor=(0.9, 1.),
    ncol=1,
    title='institutes',
    fontsize=12,
    fancybox=True,
    shadow=True)
f.tight_layout()
In [34]:
f.savefig('IMG/topicnet20yr_w_topics.pdf',format='pdf',bbox_inches='tight')

Descriptive statistics

In [42]:
gccs = generateGCC(g_topicnet20yr)
component 1: 15.38%
component 2: 14.20%
component 3: 11.83%
component 4: 11.24%
component 5: 7.69%
component 6: 5.33%
component 7: 4.73%
component 8: 4.73%
component 9: 4.14%
component 10: 4.14%
component 11: 3.55%
component 12: 2.96%
component 13: 2.37%
component 14: 2.37%
component 15: 1.78%
component 16: 1.18%
component 17: 1.18%
component 18: 1.18%
In [43]:
nx.average_clustering(g_topicnet20yr,count_zeros=False)
Out[43]:
0.8174458366359769
In [44]:
# Clustering coefficient
c_coeff,avg=clustering_coeff(g_topicnet20yr)
print(avg)
0.6868479810787503
In [45]:
# transitivity
nx.transitivity(g_topicnet20yr)
Out[45]:
0.7556427870461236
In [46]:
# degree dist
nx.degree_histogram(g_topicnet20yr)
Out[46]:
[0, 19, 18, 21, 12, 10, 16, 26, 14, 13, 9, 6, 3, 0, 0, 1, 1]

topicnetref-20yr

Created using

  1. infnet20yr
  2. tm-dblp

Deriving topicnetref-20yr

In [47]:
# Since we are using the same base, we do not need to reload it again!
# Loading the new topic model:
tm = models.LdaModel.load('../../topicModel/src/tmdblp/tm_dblp')
dict_tm = Dictionary.load(
    '../../data/data_dblp/corpora/dictionary.dblp.1997-2017')
2018-04-11 22:38:45,336 : INFO : loading LdaModel object from ../../topicModel/src/tmdblp/tm_dblp
2018-04-11 22:38:45,343 : INFO : loading expElogbeta from ../../topicModel/src/tmdblp/tm_dblp.expElogbeta.npy with mmap=None
2018-04-11 22:38:45,936 : INFO : setting ignored attribute id2word to None
2018-04-11 22:38:45,937 : INFO : setting ignored attribute dispatcher to None
2018-04-11 22:38:45,938 : INFO : setting ignored attribute state to None
2018-04-11 22:38:45,938 : INFO : loaded ../../topicModel/src/tmdblp/tm_dblp
2018-04-11 22:38:45,939 : INFO : loading LdaModel object from ../../topicModel/src/tmdblp/tm_dblp.state
2018-04-11 22:38:47,188 : INFO : loaded ../../topicModel/src/tmdblp/tm_dblp.state
2018-04-11 22:38:47,232 : INFO : loading Dictionary object from ../../data/data_dblp/corpora/dictionary.dblp.1997-2017
2018-04-11 22:38:47,280 : INFO : loaded ../../data/data_dblp/corpora/dictionary.dblp.1997-2017
In [48]:
# Generate topic probabilities for each publication using the dictionary for DBLP
tm.minimum_probability = 0.001
topicnet['topic_probs'] = topicnet.toks.apply(
    lambda a: tm.get_document_topics(dict_tm.doc2bow(a)) if len(a) else None)
In [49]:
# Generate cosine similarity
cosim = compare_researchers(topicnet.topic_probs.tolist(), tm.num_topics)
In [50]:
# find best threshold
thresholds, edges, distances, closest_edges, best_threshold, lowest_avg_distances, best_j_dist_epoch, best_j_dist_threshold = \
find_best_threshold(adj_mat, cosim, num_iter=10000, step_size=0.001)
2018-04-11 22:39:00,146 : INFO : Number of ground_truth_edges: 471.0
2018-04-11 22:39:00,148 : INFO : binary edges: True
2018-04-11 22:39:00,160 : INFO : epoch 0: threshold: 0.001 avg_dist: 0.975 num_edges: 18900
2018-04-11 22:39:00,174 : INFO : epoch 1: threshold: 0.002 avg_dist: 0.975 num_edges: 18895
2018-04-11 22:39:00,184 : INFO : epoch 2: threshold: 0.003 avg_dist: 0.975 num_edges: 18885
2018-04-11 22:39:00,194 : INFO : epoch 3: threshold: 0.004 avg_dist: 0.975 num_edges: 18864
2018-04-11 22:39:00,205 : INFO : epoch 4: threshold: 0.005 avg_dist: 0.975 num_edges: 18843
2018-04-11 22:39:00,218 : INFO : epoch 5: threshold: 0.006 avg_dist: 0.975 num_edges: 18817
2018-04-11 22:39:00,229 : INFO : epoch 6: threshold: 0.007 avg_dist: 0.975 num_edges: 18783
2018-04-11 22:39:00,237 : INFO : epoch 7: threshold: 0.008 avg_dist: 0.975 num_edges: 18745
2018-04-11 22:39:00,247 : INFO : epoch 8: threshold: 0.009 avg_dist: 0.975 num_edges: 18713
2018-04-11 22:39:00,256 : INFO : epoch 9: threshold: 0.010 avg_dist: 0.975 num_edges: 18679
2018-04-11 22:39:00,265 : INFO : epoch 10: threshold: 0.011 avg_dist: 0.975 num_edges: 18645
2018-04-11 22:39:00,274 : INFO : epoch 11: threshold: 0.012 avg_dist: 0.975 num_edges: 18607
2018-04-11 22:39:00,282 : INFO : epoch 12: threshold: 0.013 avg_dist: 0.975 num_edges: 18560
2018-04-11 22:39:00,290 : INFO : epoch 13: threshold: 0.014 avg_dist: 0.975 num_edges: 18520
2018-04-11 22:39:00,300 : INFO : epoch 14: threshold: 0.015 avg_dist: 0.975 num_edges: 18471
2018-04-11 22:39:00,309 : INFO : epoch 15: threshold: 0.016 avg_dist: 0.975 num_edges: 18415
2018-04-11 22:39:00,317 : INFO : epoch 16: threshold: 0.017 avg_dist: 0.975 num_edges: 18357
2018-04-11 22:39:00,331 : INFO : epoch 17: threshold: 0.018 avg_dist: 0.974 num_edges: 18308
2018-04-11 22:39:00,340 : INFO : epoch 18: threshold: 0.019 avg_dist: 0.974 num_edges: 18248
2018-04-11 22:39:00,351 : INFO : epoch 19: threshold: 0.020 avg_dist: 0.974 num_edges: 18182
2018-04-11 22:39:00,361 : INFO : epoch 20: threshold: 0.021 avg_dist: 0.974 num_edges: 18117
2018-04-11 22:39:00,371 : INFO : epoch 21: threshold: 0.022 avg_dist: 0.974 num_edges: 18053
2018-04-11 22:39:00,379 : INFO : epoch 22: threshold: 0.023 avg_dist: 0.974 num_edges: 17979
2018-04-11 22:39:00,392 : INFO : epoch 23: threshold: 0.024 avg_dist: 0.974 num_edges: 17900
2018-04-11 22:39:00,406 : INFO : epoch 24: threshold: 0.025 avg_dist: 0.974 num_edges: 17829
2018-04-11 22:39:00,414 : INFO : epoch 25: threshold: 0.026 avg_dist: 0.974 num_edges: 17763
2018-04-11 22:39:00,422 : INFO : epoch 26: threshold: 0.027 avg_dist: 0.974 num_edges: 17692
2018-04-11 22:39:00,432 : INFO : epoch 27: threshold: 0.028 avg_dist: 0.974 num_edges: 17613
2018-04-11 22:39:00,444 : INFO : epoch 28: threshold: 0.029 avg_dist: 0.973 num_edges: 17538
2018-04-11 22:39:00,452 : INFO : epoch 29: threshold: 0.030 avg_dist: 0.973 num_edges: 17444
2018-04-11 22:39:00,464 : INFO : epoch 30: threshold: 0.031 avg_dist: 0.973 num_edges: 17345
2018-04-11 22:39:00,476 : INFO : epoch 31: threshold: 0.032 avg_dist: 0.973 num_edges: 17253
2018-04-11 22:39:00,486 : INFO : epoch 32: threshold: 0.033 avg_dist: 0.973 num_edges: 17150
2018-04-11 22:39:00,495 : INFO : epoch 33: threshold: 0.034 avg_dist: 0.973 num_edges: 17067
2018-04-11 22:39:00,505 : INFO : epoch 34: threshold: 0.035 avg_dist: 0.973 num_edges: 16987
2018-04-11 22:39:00,514 : INFO : epoch 35: threshold: 0.036 avg_dist: 0.972 num_edges: 16913
2018-04-11 22:39:00,522 : INFO : epoch 36: threshold: 0.037 avg_dist: 0.972 num_edges: 16828
2018-04-11 22:39:00,539 : INFO : epoch 37: threshold: 0.038 avg_dist: 0.972 num_edges: 16747
2018-04-11 22:39:00,551 : INFO : epoch 38: threshold: 0.039 avg_dist: 0.972 num_edges: 16662
2018-04-11 22:39:00,565 : INFO : epoch 39: threshold: 0.040 avg_dist: 0.972 num_edges: 16586
2018-04-11 22:39:00,580 : INFO : epoch 40: threshold: 0.041 avg_dist: 0.972 num_edges: 16502
2018-04-11 22:39:00,591 : INFO : epoch 41: threshold: 0.042 avg_dist: 0.971 num_edges: 16424
2018-04-11 22:39:00,604 : INFO : epoch 42: threshold: 0.043 avg_dist: 0.971 num_edges: 16339
2018-04-11 22:39:00,614 : INFO : epoch 43: threshold: 0.044 avg_dist: 0.971 num_edges: 16252
2018-04-11 22:39:00,625 : INFO : epoch 44: threshold: 0.045 avg_dist: 0.971 num_edges: 16178
2018-04-11 22:39:00,634 : INFO : epoch 45: threshold: 0.046 avg_dist: 0.971 num_edges: 16099
2018-04-11 22:39:00,643 : INFO : epoch 46: threshold: 0.047 avg_dist: 0.971 num_edges: 16014
2018-04-11 22:39:00,652 : INFO : epoch 47: threshold: 0.048 avg_dist: 0.970 num_edges: 15916
2018-04-11 22:39:00,662 : INFO : epoch 48: threshold: 0.049 avg_dist: 0.970 num_edges: 15833
2018-04-11 22:39:00,674 : INFO : epoch 49: threshold: 0.050 avg_dist: 0.970 num_edges: 15738
2018-04-11 22:39:00,685 : INFO : epoch 50: threshold: 0.051 avg_dist: 0.970 num_edges: 15658
2018-04-11 22:39:00,693 : INFO : epoch 51: threshold: 0.052 avg_dist: 0.970 num_edges: 15582
2018-04-11 22:39:00,701 : INFO : epoch 52: threshold: 0.053 avg_dist: 0.970 num_edges: 15476
2018-04-11 22:39:00,712 : INFO : epoch 53: threshold: 0.054 avg_dist: 0.969 num_edges: 15391
2018-04-11 22:39:00,727 : INFO : epoch 54: threshold: 0.055 avg_dist: 0.969 num_edges: 15287
2018-04-11 22:39:00,740 : INFO : epoch 55: threshold: 0.056 avg_dist: 0.969 num_edges: 15204
2018-04-11 22:39:00,752 : INFO : epoch 56: threshold: 0.057 avg_dist: 0.969 num_edges: 15123
2018-04-11 22:39:00,761 : INFO : epoch 57: threshold: 0.058 avg_dist: 0.969 num_edges: 15061
2018-04-11 22:39:00,768 : INFO : epoch 58: threshold: 0.059 avg_dist: 0.968 num_edges: 14963
2018-04-11 22:39:00,780 : INFO : epoch 59: threshold: 0.060 avg_dist: 0.968 num_edges: 14891
2018-04-11 22:39:00,793 : INFO : epoch 60: threshold: 0.061 avg_dist: 0.968 num_edges: 14809
2018-04-11 22:39:00,805 : INFO : epoch 61: threshold: 0.062 avg_dist: 0.968 num_edges: 14724
2018-04-11 22:39:00,814 : INFO : epoch 62: threshold: 0.063 avg_dist: 0.968 num_edges: 14638
2018-04-11 22:39:00,828 : INFO : epoch 63: threshold: 0.064 avg_dist: 0.967 num_edges: 14568
2018-04-11 22:39:00,836 : INFO : epoch 64: threshold: 0.065 avg_dist: 0.967 num_edges: 14485
2018-04-11 22:39:00,847 : INFO : epoch 65: threshold: 0.066 avg_dist: 0.967 num_edges: 14398
2018-04-11 22:39:00,856 : INFO : epoch 66: threshold: 0.067 avg_dist: 0.967 num_edges: 14324
2018-04-11 22:39:00,866 : INFO : epoch 67: threshold: 0.068 avg_dist: 0.967 num_edges: 14235
2018-04-11 22:39:00,877 : INFO : epoch 68: threshold: 0.069 avg_dist: 0.966 num_edges: 14155
2018-04-11 22:39:00,888 : INFO : epoch 69: threshold: 0.070 avg_dist: 0.966 num_edges: 14076
2018-04-11 22:39:00,902 : INFO : epoch 70: threshold: 0.071 avg_dist: 0.966 num_edges: 13999
2018-04-11 22:39:00,912 : INFO : epoch 71: threshold: 0.072 avg_dist: 0.966 num_edges: 13906
2018-04-11 22:39:00,922 : INFO : epoch 72: threshold: 0.073 avg_dist: 0.965 num_edges: 13825
2018-04-11 22:39:00,933 : INFO : epoch 73: threshold: 0.074 avg_dist: 0.965 num_edges: 13733
2018-04-11 22:39:00,946 : INFO : epoch 74: threshold: 0.075 avg_dist: 0.965 num_edges: 13662
2018-04-11 22:39:00,955 : INFO : epoch 75: threshold: 0.076 avg_dist: 0.965 num_edges: 13578
2018-04-11 22:39:00,965 : INFO : epoch 76: threshold: 0.077 avg_dist: 0.965 num_edges: 13508
2018-04-11 22:39:00,979 : INFO : epoch 77: threshold: 0.078 avg_dist: 0.964 num_edges: 13432
2018-04-11 22:39:00,988 : INFO : epoch 78: threshold: 0.079 avg_dist: 0.964 num_edges: 13361
2018-04-11 22:39:01,002 : INFO : epoch 79: threshold: 0.080 avg_dist: 0.964 num_edges: 13289
2018-04-11 22:39:01,012 : INFO : epoch 80: threshold: 0.081 avg_dist: 0.964 num_edges: 13217
2018-04-11 22:39:01,023 : INFO : epoch 81: threshold: 0.082 avg_dist: 0.963 num_edges: 13131
2018-04-11 22:39:01,035 : INFO : epoch 82: threshold: 0.083 avg_dist: 0.963 num_edges: 13072
2018-04-11 22:39:01,043 : INFO : epoch 83: threshold: 0.084 avg_dist: 0.963 num_edges: 12986
2018-04-11 22:39:01,055 : INFO : epoch 84: threshold: 0.085 avg_dist: 0.963 num_edges: 12919
2018-04-11 22:39:01,067 : INFO : epoch 85: threshold: 0.086 avg_dist: 0.962 num_edges: 12830
2018-04-11 22:39:01,075 : INFO : epoch 86: threshold: 0.087 avg_dist: 0.962 num_edges: 12758
2018-04-11 22:39:01,086 : INFO : epoch 87: threshold: 0.088 avg_dist: 0.962 num_edges: 12689
2018-04-11 22:39:01,095 : INFO : epoch 88: threshold: 0.089 avg_dist: 0.961 num_edges: 12615
2018-04-11 22:39:01,111 : INFO : epoch 89: threshold: 0.090 avg_dist: 0.961 num_edges: 12540
2018-04-11 22:39:01,120 : INFO : epoch 90: threshold: 0.091 avg_dist: 0.961 num_edges: 12461
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2018-04-11 22:39:06,488 : INFO : epoch 704: threshold: 0.705 avg_dist: 0.795 num_edges: 1197
2018-04-11 22:39:06,495 : INFO : epoch 705: threshold: 0.706 avg_dist: 0.795 num_edges: 1194
2018-04-11 22:39:06,502 : INFO : epoch 706: threshold: 0.707 avg_dist: 0.794 num_edges: 1192
2018-04-11 22:39:06,509 : INFO : epoch 707: threshold: 0.708 avg_dist: 0.794 num_edges: 1187
2018-04-11 22:39:06,519 : INFO : epoch 708: threshold: 0.709 avg_dist: 0.793 num_edges: 1182
2018-04-11 22:39:06,529 : INFO : epoch 709: threshold: 0.710 avg_dist: 0.794 num_edges: 1179
2018-04-11 22:39:06,540 : INFO : epoch 710: threshold: 0.711 avg_dist: 0.795 num_edges: 1176
2018-04-11 22:39:06,547 : INFO : epoch 711: threshold: 0.712 avg_dist: 0.796 num_edges: 1170
2018-04-11 22:39:06,555 : INFO : epoch 712: threshold: 0.713 avg_dist: 0.796 num_edges: 1163
2018-04-11 22:39:06,567 : INFO : epoch 713: threshold: 0.714 avg_dist: 0.796 num_edges: 1161
2018-04-11 22:39:06,577 : INFO : epoch 714: threshold: 0.715 avg_dist: 0.795 num_edges: 1153
2018-04-11 22:39:06,585 : INFO : epoch 715: threshold: 0.716 avg_dist: 0.795 num_edges: 1148
2018-04-11 22:39:06,593 : INFO : epoch 716: threshold: 0.717 avg_dist: 0.795 num_edges: 1142
2018-04-11 22:39:06,601 : INFO : epoch 717: threshold: 0.718 avg_dist: 0.794 num_edges: 1137
2018-04-11 22:39:06,611 : INFO : epoch 718: threshold: 0.719 avg_dist: 0.795 num_edges: 1132
2018-04-11 22:39:06,621 : INFO : epoch 719: threshold: 0.720 avg_dist: 0.794 num_edges: 1131
2018-04-11 22:39:06,630 : INFO : epoch 720: threshold: 0.721 avg_dist: 0.794 num_edges: 1126
2018-04-11 22:39:06,637 : INFO : epoch 721: threshold: 0.722 avg_dist: 0.794 num_edges: 1125
2018-04-11 22:39:06,644 : INFO : epoch 722: threshold: 0.723 avg_dist: 0.794 num_edges: 1116
2018-04-11 22:39:06,654 : INFO : epoch 723: threshold: 0.724 avg_dist: 0.793 num_edges: 1107
2018-04-11 22:39:06,667 : INFO : epoch 724: threshold: 0.725 avg_dist: 0.798 num_edges: 1103
2018-04-11 22:39:06,675 : INFO : epoch 725: threshold: 0.726 avg_dist: 0.800 num_edges: 1096
2018-04-11 22:39:06,684 : INFO : epoch 726: threshold: 0.727 avg_dist: 0.800 num_edges: 1094
2018-04-11 22:39:06,691 : INFO : epoch 727: threshold: 0.728 avg_dist: 0.799 num_edges: 1088
2018-04-11 22:39:06,699 : INFO : epoch 728: threshold: 0.729 avg_dist: 0.803 num_edges: 1082
2018-04-11 22:39:06,713 : INFO : epoch 729: threshold: 0.730 avg_dist: 0.802 num_edges: 1077
2018-04-11 22:39:06,726 : INFO : epoch 730: threshold: 0.731 avg_dist: 0.801 num_edges: 1069
2018-04-11 22:39:06,734 : INFO : epoch 731: threshold: 0.732 avg_dist: 0.804 num_edges: 1064
2018-04-11 22:39:06,742 : INFO : epoch 732: threshold: 0.733 avg_dist: 0.804 num_edges: 1059
2018-04-11 22:39:06,749 : INFO : epoch 733: threshold: 0.734 avg_dist: 0.804 num_edges: 1053
2018-04-11 22:39:06,757 : INFO : epoch 734: threshold: 0.735 avg_dist: 0.804 num_edges: 1048
2018-04-11 22:39:06,764 : INFO : epoch 735: threshold: 0.736 avg_dist: 0.805 num_edges: 1041
2018-04-11 22:39:06,773 : INFO : epoch 736: threshold: 0.737 avg_dist: 0.805 num_edges: 1035
2018-04-11 22:39:06,781 : INFO : epoch 737: threshold: 0.738 avg_dist: 0.805 num_edges: 1028
2018-04-11 22:39:06,788 : INFO : epoch 738: threshold: 0.739 avg_dist: 0.804 num_edges: 1020
2018-04-11 22:39:06,798 : INFO : epoch 739: threshold: 0.740 avg_dist: 0.804 num_edges: 1016
2018-04-11 22:39:06,805 : INFO : epoch 740: threshold: 0.741 avg_dist: 0.804 num_edges: 1011
2018-04-11 22:39:06,813 : INFO : epoch 741: threshold: 0.742 avg_dist: 0.805 num_edges: 1003
2018-04-11 22:39:06,821 : INFO : epoch 742: threshold: 0.743 avg_dist: 0.805 num_edges: 997
2018-04-11 22:39:06,828 : INFO : epoch 743: threshold: 0.744 avg_dist: 0.805 num_edges: 993
2018-04-11 22:39:06,836 : INFO : epoch 744: threshold: 0.745 avg_dist: 0.806 num_edges: 991
2018-04-11 22:39:06,850 : INFO : epoch 745: threshold: 0.746 avg_dist: 0.808 num_edges: 985
2018-04-11 22:39:06,858 : INFO : epoch 746: threshold: 0.747 avg_dist: 0.807 num_edges: 979
2018-04-11 22:39:06,865 : INFO : epoch 747: threshold: 0.748 avg_dist: 0.808 num_edges: 974
2018-04-11 22:39:06,871 : INFO : epoch 748: threshold: 0.749 avg_dist: 0.810 num_edges: 971
2018-04-11 22:39:06,879 : INFO : epoch 749: threshold: 0.750 avg_dist: 0.808 num_edges: 963
2018-04-11 22:39:06,886 : INFO : epoch 750: threshold: 0.751 avg_dist: 0.808 num_edges: 960
2018-04-11 22:39:06,894 : INFO : epoch 751: threshold: 0.752 avg_dist: 0.808 num_edges: 953
2018-04-11 22:39:06,901 : INFO : epoch 752: threshold: 0.753 avg_dist: 0.808 num_edges: 946
2018-04-11 22:39:06,909 : INFO : epoch 753: threshold: 0.754 avg_dist: 0.812 num_edges: 943
2018-04-11 22:39:06,916 : INFO : epoch 754: threshold: 0.755 avg_dist: 0.811 num_edges: 940
2018-04-11 22:39:06,923 : INFO : epoch 755: threshold: 0.756 avg_dist: 0.812 num_edges: 935
2018-04-11 22:39:06,932 : INFO : epoch 756: threshold: 0.757 avg_dist: 0.812 num_edges: 933
2018-04-11 22:39:06,939 : INFO : epoch 757: threshold: 0.758 avg_dist: 0.814 num_edges: 921
2018-04-11 22:39:06,951 : INFO : epoch 758: threshold: 0.759 avg_dist: 0.810 num_edges: 913
2018-04-11 22:39:06,960 : INFO : epoch 759: threshold: 0.760 avg_dist: 0.811 num_edges: 907
2018-04-11 22:39:06,967 : INFO : epoch 760: threshold: 0.761 avg_dist: 0.808 num_edges: 904
2018-04-11 22:39:06,974 : INFO : epoch 761: threshold: 0.762 avg_dist: 0.809 num_edges: 900
2018-04-11 22:39:06,983 : INFO : epoch 762: threshold: 0.763 avg_dist: 0.809 num_edges: 895
2018-04-11 22:39:06,990 : INFO : epoch 763: threshold: 0.764 avg_dist: 0.809 num_edges: 892
2018-04-11 22:39:06,999 : INFO : epoch 764: threshold: 0.765 avg_dist: 0.808 num_edges: 884
2018-04-11 22:39:07,007 : INFO : epoch 765: threshold: 0.766 avg_dist: 0.806 num_edges: 878
2018-04-11 22:39:07,015 : INFO : epoch 766: threshold: 0.767 avg_dist: 0.807 num_edges: 873
2018-04-11 22:39:07,024 : INFO : epoch 767: threshold: 0.768 avg_dist: 0.807 num_edges: 868
2018-04-11 22:39:07,036 : INFO : epoch 768: threshold: 0.769 avg_dist: 0.808 num_edges: 859
2018-04-11 22:39:07,044 : INFO : epoch 769: threshold: 0.770 avg_dist: 0.807 num_edges: 856
2018-04-11 22:39:07,051 : INFO : epoch 770: threshold: 0.771 avg_dist: 0.807 num_edges: 856
2018-04-11 22:39:07,058 : INFO : epoch 771: threshold: 0.772 avg_dist: 0.806 num_edges: 849
2018-04-11 22:39:07,065 : INFO : epoch 772: threshold: 0.773 avg_dist: 0.807 num_edges: 842
2018-04-11 22:39:07,073 : INFO : epoch 773: threshold: 0.774 avg_dist: 0.806 num_edges: 841
2018-04-11 22:39:07,085 : INFO : epoch 774: threshold: 0.775 avg_dist: 0.806 num_edges: 835
2018-04-11 22:39:07,093 : INFO : epoch 775: threshold: 0.776 avg_dist: 0.806 num_edges: 827
2018-04-11 22:39:07,100 : INFO : epoch 776: threshold: 0.777 avg_dist: 0.809 num_edges: 823
2018-04-11 22:39:07,107 : INFO : epoch 777: threshold: 0.778 avg_dist: 0.810 num_edges: 815
2018-04-11 22:39:07,114 : INFO : epoch 778: threshold: 0.779 avg_dist: 0.810 num_edges: 813
2018-04-11 22:39:07,124 : INFO : epoch 779: threshold: 0.780 avg_dist: 0.809 num_edges: 803
2018-04-11 22:39:07,132 : INFO : epoch 780: threshold: 0.781 avg_dist: 0.811 num_edges: 799
2018-04-11 22:39:07,139 : INFO : epoch 781: threshold: 0.782 avg_dist: 0.811 num_edges: 791
2018-04-11 22:39:07,147 : INFO : epoch 782: threshold: 0.783 avg_dist: 0.812 num_edges: 782
2018-04-11 22:39:07,155 : INFO : epoch 783: threshold: 0.784 avg_dist: 0.815 num_edges: 778
2018-04-11 22:39:07,162 : INFO : epoch 784: threshold: 0.785 avg_dist: 0.815 num_edges: 775
2018-04-11 22:39:07,171 : INFO : epoch 785: threshold: 0.786 avg_dist: 0.815 num_edges: 769
2018-04-11 22:39:07,180 : INFO : epoch 786: threshold: 0.787 avg_dist: 0.814 num_edges: 764
2018-04-11 22:39:07,187 : INFO : epoch 787: threshold: 0.788 avg_dist: 0.816 num_edges: 759
2018-04-11 22:39:07,195 : INFO : epoch 788: threshold: 0.789 avg_dist: 0.816 num_edges: 756
2018-04-11 22:39:07,203 : INFO : epoch 789: threshold: 0.790 avg_dist: 0.816 num_edges: 753
2018-04-11 22:39:07,214 : INFO : epoch 790: threshold: 0.791 avg_dist: 0.813 num_edges: 746
2018-04-11 22:39:07,222 : INFO : epoch 791: threshold: 0.792 avg_dist: 0.812 num_edges: 742
2018-04-11 22:39:07,230 : INFO : epoch 792: threshold: 0.793 avg_dist: 0.812 num_edges: 737
2018-04-11 22:39:07,237 : INFO : epoch 793: threshold: 0.794 avg_dist: 0.813 num_edges: 728
2018-04-11 22:39:07,248 : INFO : epoch 794: threshold: 0.795 avg_dist: 0.812 num_edges: 721
2018-04-11 22:39:07,255 : INFO : epoch 795: threshold: 0.796 avg_dist: 0.811 num_edges: 715
2018-04-11 22:39:07,263 : INFO : epoch 796: threshold: 0.797 avg_dist: 0.810 num_edges: 709
2018-04-11 22:39:07,271 : INFO : epoch 797: threshold: 0.798 avg_dist: 0.810 num_edges: 703
2018-04-11 22:39:07,278 : INFO : epoch 798: threshold: 0.799 avg_dist: 0.810 num_edges: 699
2018-04-11 22:39:07,290 : INFO : epoch 799: threshold: 0.800 avg_dist: 0.809 num_edges: 696
2018-04-11 22:39:07,297 : INFO : epoch 800: threshold: 0.801 avg_dist: 0.808 num_edges: 690
2018-04-11 22:39:07,305 : INFO : epoch 801: threshold: 0.802 avg_dist: 0.811 num_edges: 682
2018-04-11 22:39:07,313 : INFO : epoch 802: threshold: 0.803 avg_dist: 0.812 num_edges: 678
2018-04-11 22:39:07,323 : INFO : epoch 803: threshold: 0.804 avg_dist: 0.812 num_edges: 672
2018-04-11 22:39:07,329 : INFO : epoch 804: threshold: 0.805 avg_dist: 0.811 num_edges: 670
2018-04-11 22:39:07,336 : INFO : epoch 805: threshold: 0.806 avg_dist: 0.811 num_edges: 663
2018-04-11 22:39:07,344 : INFO : epoch 806: threshold: 0.807 avg_dist: 0.812 num_edges: 659
2018-04-11 22:39:07,350 : INFO : epoch 807: threshold: 0.808 avg_dist: 0.812 num_edges: 652
2018-04-11 22:39:07,357 : INFO : epoch 808: threshold: 0.809 avg_dist: 0.812 num_edges: 647
2018-04-11 22:39:07,370 : INFO : epoch 809: threshold: 0.810 avg_dist: 0.811 num_edges: 641
2018-04-11 22:39:07,378 : INFO : epoch 810: threshold: 0.811 avg_dist: 0.812 num_edges: 636
2018-04-11 22:39:07,387 : INFO : epoch 811: threshold: 0.812 avg_dist: 0.814 num_edges: 632
2018-04-11 22:39:07,396 : INFO : epoch 812: threshold: 0.813 avg_dist: 0.813 num_edges: 628
2018-04-11 22:39:07,404 : INFO : epoch 813: threshold: 0.814 avg_dist: 0.813 num_edges: 624
2018-04-11 22:39:07,415 : INFO : epoch 814: threshold: 0.815 avg_dist: 0.813 num_edges: 616
2018-04-11 22:39:07,422 : INFO : epoch 815: threshold: 0.816 avg_dist: 0.814 num_edges: 610
2018-04-11 22:39:07,430 : INFO : epoch 816: threshold: 0.817 avg_dist: 0.812 num_edges: 603
2018-04-11 22:39:07,437 : INFO : epoch 817: threshold: 0.818 avg_dist: 0.816 num_edges: 597
2018-04-11 22:39:07,444 : INFO : epoch 818: threshold: 0.819 avg_dist: 0.829 num_edges: 591
2018-04-11 22:39:07,455 : INFO : epoch 819: threshold: 0.820 avg_dist: 0.829 num_edges: 586
2018-04-11 22:39:07,465 : INFO : epoch 820: threshold: 0.821 avg_dist: 0.829 num_edges: 585
2018-04-11 22:39:07,474 : INFO : epoch 821: threshold: 0.822 avg_dist: 0.828 num_edges: 581
2018-04-11 22:39:07,486 : INFO : epoch 822: threshold: 0.823 avg_dist: 0.829 num_edges: 576
2018-04-11 22:39:07,498 : INFO : epoch 823: threshold: 0.824 avg_dist: 0.833 num_edges: 569
2018-04-11 22:39:07,511 : INFO : epoch 824: threshold: 0.825 avg_dist: 0.833 num_edges: 566
2018-04-11 22:39:07,520 : INFO : epoch 825: threshold: 0.826 avg_dist: 0.832 num_edges: 559
2018-04-11 22:39:07,528 : INFO : epoch 826: threshold: 0.827 avg_dist: 0.833 num_edges: 554
2018-04-11 22:39:07,539 : INFO : epoch 827: threshold: 0.828 avg_dist: 0.832 num_edges: 549
2018-04-11 22:39:07,550 : INFO : epoch 828: threshold: 0.829 avg_dist: 0.833 num_edges: 544
2018-04-11 22:39:07,558 : INFO : epoch 829: threshold: 0.830 avg_dist: 0.834 num_edges: 540
2018-04-11 22:39:07,568 : INFO : epoch 830: threshold: 0.831 avg_dist: 0.833 num_edges: 535
2018-04-11 22:39:07,577 : INFO : epoch 831: threshold: 0.832 avg_dist: 0.840 num_edges: 528
2018-04-11 22:39:07,586 : INFO : epoch 832: threshold: 0.833 avg_dist: 0.840 num_edges: 521
2018-04-11 22:39:07,596 : INFO : epoch 833: threshold: 0.834 avg_dist: 0.839 num_edges: 519
2018-04-11 22:39:07,604 : INFO : epoch 834: threshold: 0.835 avg_dist: 0.836 num_edges: 516
2018-04-11 22:39:07,612 : INFO : epoch 835: threshold: 0.836 avg_dist: 0.836 num_edges: 514
2018-04-11 22:39:07,619 : INFO : epoch 836: threshold: 0.837 avg_dist: 0.838 num_edges: 510
2018-04-11 22:39:07,628 : INFO : epoch 837: threshold: 0.838 avg_dist: 0.838 num_edges: 510
2018-04-11 22:39:07,638 : INFO : epoch 838: threshold: 0.839 avg_dist: 0.839 num_edges: 509
2018-04-11 22:39:07,647 : INFO : epoch 839: threshold: 0.840 avg_dist: 0.839 num_edges: 508
2018-04-11 22:39:07,655 : INFO : epoch 840: threshold: 0.841 avg_dist: 0.839 num_edges: 506
2018-04-11 22:39:07,665 : INFO : epoch 841: threshold: 0.842 avg_dist: 0.839 num_edges: 505
2018-04-11 22:39:07,673 : INFO : epoch 842: threshold: 0.843 avg_dist: 0.839 num_edges: 502
2018-04-11 22:39:07,684 : INFO : epoch 843: threshold: 0.844 avg_dist: 0.840 num_edges: 496
2018-04-11 22:39:07,693 : INFO : epoch 844: threshold: 0.845 avg_dist: 0.842 num_edges: 492
2018-04-11 22:39:07,701 : INFO : epoch 845: threshold: 0.846 avg_dist: 0.841 num_edges: 489
2018-04-11 22:39:07,709 : INFO : epoch 846: threshold: 0.847 avg_dist: 0.841 num_edges: 488
2018-04-11 22:39:07,723 : INFO : epoch 847: threshold: 0.848 avg_dist: 0.842 num_edges: 483
2018-04-11 22:39:07,733 : INFO : epoch 848: threshold: 0.849 avg_dist: 0.842 num_edges: 478
2018-04-11 22:39:07,742 : INFO : epoch 849: threshold: 0.850 avg_dist: 0.843 num_edges: 474
2018-04-11 22:39:07,754 : INFO : epoch 850: threshold: 0.851 avg_dist: 0.842 num_edges: 470
2018-04-11 22:39:07,767 : INFO : epoch 851: threshold: 0.852 avg_dist: 0.843 num_edges: 467
2018-04-11 22:39:07,774 : INFO : epoch 852: threshold: 0.853 avg_dist: 0.845 num_edges: 461
2018-04-11 22:39:07,785 : INFO : epoch 853: threshold: 0.854 avg_dist: 0.846 num_edges: 453
2018-04-11 22:39:07,794 : INFO : epoch 854: threshold: 0.855 avg_dist: 0.853 num_edges: 450
2018-04-11 22:39:07,803 : INFO : epoch 855: threshold: 0.856 avg_dist: 0.854 num_edges: 445
2018-04-11 22:39:07,810 : INFO : epoch 856: threshold: 0.857 avg_dist: 0.854 num_edges: 439
2018-04-11 22:39:07,819 : INFO : epoch 857: threshold: 0.858 avg_dist: 0.854 num_edges: 432
2018-04-11 22:39:07,828 : INFO : epoch 858: threshold: 0.859 avg_dist: 0.862 num_edges: 427
2018-04-11 22:39:07,836 : INFO : epoch 859: threshold: 0.860 avg_dist: 0.861 num_edges: 421
2018-04-11 22:39:07,844 : INFO : epoch 860: threshold: 0.861 avg_dist: 0.861 num_edges: 416
2018-04-11 22:39:07,854 : INFO : epoch 861: threshold: 0.862 avg_dist: 0.861 num_edges: 414
2018-04-11 22:39:07,861 : INFO : epoch 862: threshold: 0.863 avg_dist: 0.861 num_edges: 412
2018-04-11 22:39:07,869 : INFO : epoch 863: threshold: 0.864 avg_dist: 0.860 num_edges: 405
2018-04-11 22:39:07,876 : INFO : epoch 864: threshold: 0.865 avg_dist: 0.864 num_edges: 399
2018-04-11 22:39:07,886 : INFO : epoch 865: threshold: 0.866 avg_dist: 0.864 num_edges: 396
2018-04-11 22:39:07,896 : INFO : epoch 866: threshold: 0.867 avg_dist: 0.864 num_edges: 393
2018-04-11 22:39:07,907 : INFO : epoch 867: threshold: 0.868 avg_dist: 0.864 num_edges: 385
2018-04-11 22:39:07,914 : INFO : epoch 868: threshold: 0.869 avg_dist: 0.871 num_edges: 377
2018-04-11 22:39:07,921 : INFO : epoch 869: threshold: 0.870 avg_dist: 0.871 num_edges: 373
2018-04-11 22:39:07,930 : INFO : epoch 870: threshold: 0.871 avg_dist: 0.871 num_edges: 367
2018-04-11 22:39:07,937 : INFO : epoch 871: threshold: 0.872 avg_dist: 0.870 num_edges: 364
2018-04-11 22:39:07,945 : INFO : epoch 872: threshold: 0.873 avg_dist: 0.871 num_edges: 359
2018-04-11 22:39:07,953 : INFO : epoch 873: threshold: 0.874 avg_dist: 0.870 num_edges: 355
2018-04-11 22:39:07,960 : INFO : epoch 874: threshold: 0.875 avg_dist: 0.870 num_edges: 350
2018-04-11 22:39:07,966 : INFO : epoch 875: threshold: 0.876 avg_dist: 0.869 num_edges: 345
2018-04-11 22:39:07,974 : INFO : epoch 876: threshold: 0.877 avg_dist: 0.870 num_edges: 342
2018-04-11 22:39:07,981 : INFO : epoch 877: threshold: 0.878 avg_dist: 0.871 num_edges: 335
2018-04-11 22:39:07,990 : INFO : epoch 878: threshold: 0.879 avg_dist: 0.872 num_edges: 327
2018-04-11 22:39:08,002 : INFO : epoch 879: threshold: 0.880 avg_dist: 0.872 num_edges: 323
2018-04-11 22:39:08,010 : INFO : epoch 880: threshold: 0.881 avg_dist: 0.871 num_edges: 318
2018-04-11 22:39:08,017 : INFO : epoch 881: threshold: 0.882 avg_dist: 0.870 num_edges: 313
2018-04-11 22:39:08,024 : INFO : epoch 882: threshold: 0.883 avg_dist: 0.870 num_edges: 311
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2018-04-11 22:39:08,080 : INFO : epoch 888: threshold: 0.889 avg_dist: 0.868 num_edges: 299
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2018-04-11 22:39:08,221 : INFO : epoch 904: threshold: 0.905 avg_dist: 0.884 num_edges: 232
2018-04-11 22:39:08,228 : INFO : epoch 905: threshold: 0.906 avg_dist: 0.887 num_edges: 230
2018-04-11 22:39:08,237 : INFO : epoch 906: threshold: 0.907 avg_dist: 0.886 num_edges: 224
2018-04-11 22:39:08,244 : INFO : epoch 907: threshold: 0.908 avg_dist: 0.886 num_edges: 218
2018-04-11 22:39:08,252 : INFO : epoch 908: threshold: 0.909 avg_dist: 0.888 num_edges: 214
2018-04-11 22:39:08,260 : INFO : epoch 909: threshold: 0.910 avg_dist: 0.889 num_edges: 211
2018-04-11 22:39:08,268 : INFO : epoch 910: threshold: 0.911 avg_dist: 0.887 num_edges: 204
2018-04-11 22:39:08,275 : INFO : epoch 911: threshold: 0.912 avg_dist: 0.887 num_edges: 200
2018-04-11 22:39:08,286 : INFO : epoch 912: threshold: 0.913 avg_dist: 0.886 num_edges: 195
2018-04-11 22:39:08,294 : INFO : epoch 913: threshold: 0.914 avg_dist: 0.886 num_edges: 193
2018-04-11 22:39:08,303 : INFO : epoch 914: threshold: 0.915 avg_dist: 0.886 num_edges: 189
2018-04-11 22:39:08,314 : INFO : epoch 915: threshold: 0.916 avg_dist: 0.889 num_edges: 187
2018-04-11 22:39:08,323 : INFO : epoch 916: threshold: 0.917 avg_dist: 0.888 num_edges: 186
2018-04-11 22:39:08,333 : INFO : epoch 917: threshold: 0.918 avg_dist: 0.888 num_edges: 180
2018-04-11 22:39:08,340 : INFO : epoch 918: threshold: 0.919 avg_dist: 0.887 num_edges: 176
2018-04-11 22:39:08,347 : INFO : epoch 919: threshold: 0.920 avg_dist: 0.888 num_edges: 172
2018-04-11 22:39:08,354 : INFO : epoch 920: threshold: 0.921 avg_dist: 0.888 num_edges: 170
2018-04-11 22:39:08,362 : INFO : epoch 921: threshold: 0.922 avg_dist: 0.888 num_edges: 164
2018-04-11 22:39:08,370 : INFO : epoch 922: threshold: 0.923 avg_dist: 0.890 num_edges: 157
2018-04-11 22:39:08,377 : INFO : epoch 923: threshold: 0.924 avg_dist: 0.895 num_edges: 153
2018-04-11 22:39:08,384 : INFO : epoch 924: threshold: 0.925 avg_dist: 0.894 num_edges: 149
2018-04-11 22:39:08,393 : INFO : epoch 925: threshold: 0.926 avg_dist: 0.896 num_edges: 147
2018-04-11 22:39:08,400 : INFO : epoch 926: threshold: 0.927 avg_dist: 0.898 num_edges: 145
2018-04-11 22:39:08,408 : INFO : epoch 927: threshold: 0.928 avg_dist: 0.902 num_edges: 142
2018-04-11 22:39:08,422 : INFO : epoch 928: threshold: 0.929 avg_dist: 0.902 num_edges: 140
2018-04-11 22:39:08,430 : INFO : epoch 929: threshold: 0.930 avg_dist: 0.905 num_edges: 136
2018-04-11 22:39:08,438 : INFO : epoch 930: threshold: 0.931 avg_dist: 0.903 num_edges: 133
2018-04-11 22:39:08,447 : INFO : epoch 931: threshold: 0.932 avg_dist: 0.902 num_edges: 130
2018-04-11 22:39:08,455 : INFO : epoch 932: threshold: 0.933 avg_dist: 0.904 num_edges: 129
2018-04-11 22:39:08,463 : INFO : epoch 933: threshold: 0.934 avg_dist: 0.906 num_edges: 127
2018-04-11 22:39:08,470 : INFO : epoch 934: threshold: 0.935 avg_dist: 0.909 num_edges: 123
2018-04-11 22:39:08,477 : INFO : epoch 935: threshold: 0.936 avg_dist: 0.907 num_edges: 119
2018-04-11 22:39:08,487 : INFO : epoch 936: threshold: 0.937 avg_dist: 0.908 num_edges: 115
2018-04-11 22:39:08,497 : INFO : epoch 937: threshold: 0.938 avg_dist: 0.908 num_edges: 113
2018-04-11 22:39:08,504 : INFO : epoch 938: threshold: 0.939 avg_dist: 0.909 num_edges: 110
2018-04-11 22:39:08,512 : INFO : epoch 939: threshold: 0.940 avg_dist: 0.911 num_edges: 109
2018-04-11 22:39:08,519 : INFO : epoch 940: threshold: 0.941 avg_dist: 0.918 num_edges: 104
2018-04-11 22:39:08,527 : INFO : epoch 941: threshold: 0.942 avg_dist: 0.917 num_edges: 98
2018-04-11 22:39:08,536 : INFO : epoch 942: threshold: 0.943 avg_dist: 0.920 num_edges: 96
2018-04-11 22:39:08,544 : INFO : epoch 943: threshold: 0.944 avg_dist: 0.922 num_edges: 92
2018-04-11 22:39:08,554 : INFO : epoch 944: threshold: 0.945 avg_dist: 0.927 num_edges: 89
2018-04-11 22:39:08,561 : INFO : epoch 945: threshold: 0.946 avg_dist: 0.927 num_edges: 88
2018-04-11 22:39:08,569 : INFO : epoch 946: threshold: 0.947 avg_dist: 0.928 num_edges: 87
2018-04-11 22:39:08,577 : INFO : epoch 947: threshold: 0.948 avg_dist: 0.928 num_edges: 87
2018-04-11 22:39:08,583 : INFO : epoch 948: threshold: 0.949 avg_dist: 0.933 num_edges: 84
2018-04-11 22:39:08,591 : INFO : epoch 949: threshold: 0.950 avg_dist: 0.932 num_edges: 81
2018-04-11 22:39:08,597 : INFO : epoch 950: threshold: 0.951 avg_dist: 0.932 num_edges: 75
2018-04-11 22:39:08,606 : INFO : epoch 951: threshold: 0.952 avg_dist: 0.932 num_edges: 75
2018-04-11 22:39:08,616 : INFO : epoch 952: threshold: 0.953 avg_dist: 0.935 num_edges: 73
2018-04-11 22:39:08,623 : INFO : epoch 953: threshold: 0.954 avg_dist: 0.936 num_edges: 71
2018-04-11 22:39:08,630 : INFO : epoch 954: threshold: 0.955 avg_dist: 0.937 num_edges: 69
2018-04-11 22:39:08,637 : INFO : epoch 955: threshold: 0.956 avg_dist: 0.936 num_edges: 66
2018-04-11 22:39:08,645 : INFO : epoch 956: threshold: 0.957 avg_dist: 0.938 num_edges: 64
2018-04-11 22:39:08,653 : INFO : epoch 957: threshold: 0.958 avg_dist: 0.939 num_edges: 63
2018-04-11 22:39:08,659 : INFO : epoch 958: threshold: 0.959 avg_dist: 0.939 num_edges: 63
2018-04-11 22:39:08,667 : INFO : epoch 959: threshold: 0.960 avg_dist: 0.946 num_edges: 60
2018-04-11 22:39:08,675 : INFO : epoch 960: threshold: 0.961 avg_dist: 0.944 num_edges: 57
2018-04-11 22:39:08,682 : INFO : epoch 961: threshold: 0.962 avg_dist: 0.943 num_edges: 56
2018-04-11 22:39:08,690 : INFO : epoch 962: threshold: 0.963 avg_dist: 0.944 num_edges: 54
2018-04-11 22:39:08,697 : INFO : epoch 963: threshold: 0.964 avg_dist: 0.948 num_edges: 50
2018-04-11 22:39:08,706 : INFO : epoch 964: threshold: 0.965 avg_dist: 0.950 num_edges: 48
2018-04-11 22:39:08,713 : INFO : epoch 965: threshold: 0.966 avg_dist: 0.950 num_edges: 44
2018-04-11 22:39:08,720 : INFO : epoch 966: threshold: 0.967 avg_dist: 0.952 num_edges: 41
2018-04-11 22:39:08,728 : INFO : epoch 967: threshold: 0.968 avg_dist: 0.952 num_edges: 39
2018-04-11 22:39:08,736 : INFO : epoch 968: threshold: 0.969 avg_dist: 0.958 num_edges: 35
2018-04-11 22:39:08,744 : INFO : epoch 969: threshold: 0.970 avg_dist: 0.959 num_edges: 33
2018-04-11 22:39:08,754 : INFO : epoch 970: threshold: 0.971 avg_dist: 0.961 num_edges: 32
2018-04-11 22:39:08,762 : INFO : epoch 971: threshold: 0.972 avg_dist: 0.965 num_edges: 29
2018-04-11 22:39:08,772 : INFO : epoch 972: threshold: 0.973 avg_dist: 0.965 num_edges: 25
2018-04-11 22:39:08,780 : INFO : epoch 973: threshold: 0.974 avg_dist: 0.965 num_edges: 25
2018-04-11 22:39:08,788 : INFO : epoch 974: threshold: 0.975 avg_dist: 0.966 num_edges: 24
2018-04-11 22:39:08,795 : INFO : epoch 975: threshold: 0.976 avg_dist: 0.967 num_edges: 23
2018-04-11 22:39:08,803 : INFO : epoch 976: threshold: 0.977 avg_dist: 0.968 num_edges: 21
2018-04-11 22:39:08,810 : INFO : epoch 977: threshold: 0.978 avg_dist: 0.975 num_edges: 18
2018-04-11 22:39:08,819 : INFO : epoch 978: threshold: 0.979 avg_dist: 0.977 num_edges: 17
2018-04-11 22:39:08,827 : INFO : epoch 979: threshold: 0.980 avg_dist: 0.976 num_edges: 16
2018-04-11 22:39:08,834 : INFO : epoch 980: threshold: 0.981 avg_dist: 0.981 num_edges: 15
2018-04-11 22:39:08,847 : INFO : epoch 981: threshold: 0.982 avg_dist: 0.981 num_edges: 15
2018-04-11 22:39:08,857 : INFO : epoch 982: threshold: 0.983 avg_dist: 0.985 num_edges: 12
2018-04-11 22:39:08,864 : INFO : epoch 983: threshold: 0.984 avg_dist: 0.986 num_edges: 11
2018-04-11 22:39:08,871 : INFO : epoch 984: threshold: 0.985 avg_dist: 0.986 num_edges: 11
2018-04-11 22:39:08,878 : INFO : epoch 985: threshold: 0.986 avg_dist: 0.988 num_edges: 8
2018-04-11 22:39:08,885 : INFO : epoch 986: threshold: 0.987 avg_dist: 0.988 num_edges: 8
2018-04-11 22:39:08,893 : INFO : epoch 987: threshold: 0.988 avg_dist: 0.988 num_edges: 8
2018-04-11 22:39:08,904 : INFO : epoch 988: threshold: 0.989 avg_dist: 0.989 num_edges: 7
2018-04-11 22:39:08,915 : INFO : epoch 989: threshold: 0.990 avg_dist: 0.989 num_edges: 7
2018-04-11 22:39:08,924 : INFO : epoch 990: threshold: 0.991 avg_dist: 0.991 num_edges: 5
2018-04-11 22:39:08,931 : INFO : epoch 991: threshold: 0.992 avg_dist: 0.991 num_edges: 5
2018-04-11 22:39:08,938 : INFO : epoch 992: threshold: 0.993 avg_dist: 0.992 num_edges: 4
2018-04-11 22:39:08,945 : INFO : epoch 993: threshold: 0.994 avg_dist: 0.994 num_edges: 2
2018-04-11 22:39:08,953 : INFO : epoch 994: threshold: 0.995 avg_dist: 0.994 num_edges: 2
2018-04-11 22:39:08,963 : INFO : epoch 995: threshold: 0.996 avg_dist: 0.995 num_edges: 1
2018-04-11 22:39:08,973 : INFO : epoch 996: threshold: 0.997 avg_dist: 0.995 num_edges: 1
2018-04-11 22:39:08,979 : INFO : epoch 997: threshold: 0.998 avg_dist: 0.995 num_edges: 1
2018-04-11 22:39:08,986 : INFO : epoch 998: threshold: 0.999 avg_dist: 0.995 num_edges: 1
threshold: 0.850 dist 0.792538 (723, 0.724) edges 474/471.0 (849)

threshold: 0.850 dist 0.792538 (723, 0.724) edges 474/471.0 (849)

In [51]:
# set edges:
topicnet_adj_mat = set_edges(cosim, 0.850, binary=True)
2018-04-11 22:39:13,346 : INFO : dimension: 195, 195
In [44]:
topicnet_adj_mat.dump(open('./res/topicnetref-20yr_adjmat.pkl','wb'))

Visualise

Thresholding:

In [52]:
f = threshold_plot(
    thresholds,
    distances,
    edges,
    best_threshold,
    closest_edges,
    best_j_dist_threshold,
    lowest_avg_distances,
    np.sum(adj_mat)//2,
    cosim
)
In [46]:
f.savefig('./IMG/topicnetref20yr_thresholding.png', format='png', bbox_inches='tight')

As series of matrices:

In [ ]:
f = plt.figure(figsize=(15, 5))
# ORIGINAL COLALB NET
ax1 = f.add_subplot(131)
ax1.axis('off')
sns.heatmap(adj_mat, cbar=False, square=True)
ax1.set_title('infnet20yr\n(#Edges={})'.format(int(np.sum(adj_mat) // 2)))

# COSIM
ax2 = f.add_subplot(132)
ax2.axis('off')
sns.heatmap(
    cosim,
    cbar=False,
    square=True,
    ax=ax2,
    vmax=1,
    vmin=0,
    robust=True,
    cmap='gnuplot2')
ax2.set_title('Cosine similairty\nbetween researchers')

# FINAL :
ax3 = f.add_subplot(133)
ax3.axis('off')
sns.heatmap(topicnet_adj_mat, cbar=False, square=True, ax=ax3)
ax3.set_title('topicnetref20yr\n($\epsilon$={:.3f}, #Edges={})'.format(
    best_threshold,
    int(np.sum(topicnet_adj_mat) // 2)))

f.tight_layout()
In [48]:
f.savefig('./IMG/topicnetref20yr_adjmats.png')

As networks:

In [53]:
g_topicnetref20yr = adj_mat_to_graph(topicnet_adj_mat, collabnet.id.tolist())
In [54]:
print(nx.info(g_topicnetref20yr))
Name: 
Type: Graph
Number of nodes: 129
Number of edges: 474
Average degree:   7.3488
In [55]:
artist.draw_default_layout(
    g_topicnetref20yr,
    lookup_poinf=get_lookup_poinf(),
    file_prefix='topicnetref20yr',
    SAVE_GRAPHS=True)
2018-04-11 22:39:27,271 : INFO : SAVE_GRAPHS: True
In [56]:
artist.draw_circular_layout(
    g_topicnetref20yr,
    get_lookup_poinf(),
    file_prefix='topicnetref20yr',
    SAVE_GRAPHS=False)
2018-04-11 22:39:35,216 : INFO : SAVE_GRAPHS: False
In [57]:
pos = nx.spring_layout(g_topicnetref20yr,k=.1)
In [58]:
# Visualise with topic label
partition_dict = {}
topicnet['list_tm'] = topicnet.topic_probs.apply(lambda x: to_list(x, 100))

n = 0
for i, nodes in enumerate(nx.connected_components(g_topicnetref20yr)):

    n += len(nodes)
    a = topicnet[topicnet.id.isin(nodes)].list_tm.tolist()
    topic_dist = np.mean(a, axis=0)
    partition_dict[i] = {
        'nodes': nodes,
        'topic_dist': topic_dist,
        'most_probable_topic': np.argmax(topic_dist)
    }

dblp_ =  [(80, 'Parallel systems'),
(76, 'Project management'),
(64, 'Bioinformatics'),
(96, 'Cryptography'),
(59, 'IOT'),
(52, '??'),
(69, 'AI'),
(17, 'Social Media'),
(95, 'NLP'),
(8, 'Education (?)'),
(40, 'Logic'),
(36, 'Web (?)'),
(71, 'Probability'),
(23, 'Neural Network'),
(5, 'Modelling'),
(2, 'Agent Based System'),
(43,'Computer network'),
(36, '??'),
(73, '??'),
(15,'Image recognition'),
(57,'Computer vision'),
]

TOPIC_DICT = dict((a,b) for a,b in dblp_)

f = plt.figure(figsize=(20, 12))
ax = f.add_subplot(111)

nx.draw(
    g_topicnetref20yr,
    pos=pos,
    ax=ax,
    node_size=50,
    alpha=.9,
    node_color=artist.color_by_inst(g_topicnetref20yr, get_lookup_poinf()))

for _, node_dict in list(partition_dict.items()):
    # calculate average position:
    pos_x, pos_y = 0, 0
    for node in node_dict['nodes']:
        pos_x += pos[node][0]
        pos_y += pos[node][1]
    pos_x /= len(node_dict['nodes'])
    pos_y /= len(node_dict['nodes'])
    topic_num = node_dict['most_probable_topic']
    ax.text(
        pos_x-.1,
        pos_y - .1,
        "{}-{}".format(topic_num + 1, TOPIC_DICT[topic_num]),
        withdash=True,
        size=17,
        weight='bold')
    print((node_dict['most_probable_topic']))

artist.add_inst_labels(ax)
ax.legend(
    loc='upper center',
    bbox_to_anchor=(0.2, 1.),
    ncol=1,
    title='institutes',
    fontsize=12,
    fancybox=True,
    shadow=True)
f.tight_layout()
40
80
76
64
96
43
69
71
95
8
8
36
73
15
57
5
2
76
In [ ]:
f.savefig('IMG/topicnetref20yr_w_topic.pdf',format='pdf',bbox_inches='tight')

Descriptive statistics

In [ ]:
gccs = generateGCC(g_topicnetref20yr)
In [ ]:
# clustering coefficient
c_coeff,avg = clustering_coeff(g_topicnetref20yr)
print(avg)
print(nx.average_clustering(g_topicnetref20yr,count_zeros=False))
In [ ]:
# transitivity
print(nx.transitivity(g_topicnetref20yr))
In [ ]:
_ = nx.degree_histogram(g_topicnetref20yr)
print(_[0]+_[1])
In [ ]:
nx.degree_histogram(g_topicnetref20yr)

Embedding infnet6yr

topicnet-6yr

created using

  1. infnet6yr
  2. tmless_meta (tm-6yr)

Deriving topicnet-6yr

In [59]:
# Filter out lookup table according to the tokens
lookup_combined_toks = prepare_toks(2012,2017)
In [60]:
# load collaboration network
collabnet = pd.read_csv(
    '../../data/data_schoolofinf/poinf_collabgraph_2012-2017.txt',
    sep='\n',
    names=['id'])
adj_mat = np.load('../../data/data_schoolofinf/mat/infnet6yrs-adj-mat.order6yr.pkl')
In [61]:
len(collabnet)
Out[61]:
184
In [62]:
# Gather publications for each individuals
topicnet = collabnet.join(df_pubmapping, how='left',on='id')
# generate tokens
topicnet['toks'] = topicnet['pub_ids'].apply(
    lambda a: gen_toks(a, lookup_combined_toks))
In [63]:
# load topic model
tm = models.LdaModel.load('../../topicModel/src/tmrest_meta/res/best_ldamodel')
dict_tm = Dictionary.load('../../data/data_schoolofinf/corpora/dictionary.less.meta')
2018-04-11 22:39:54,447 : INFO : loading LdaModel object from ../../topicModel/src/tmrest_meta/res/best_ldamodel
2018-04-11 22:39:54,449 : INFO : loading expElogbeta from ../../topicModel/src/tmrest_meta/res/best_ldamodel.expElogbeta.npy with mmap=None
2018-04-11 22:39:54,451 : INFO : setting ignored attribute dispatcher to None
2018-04-11 22:39:54,452 : INFO : setting ignored attribute state to None
2018-04-11 22:39:54,452 : INFO : setting ignored attribute id2word to None
2018-04-11 22:39:54,453 : INFO : loaded ../../topicModel/src/tmrest_meta/res/best_ldamodel
2018-04-11 22:39:54,454 : INFO : loading LdaModel object from ../../topicModel/src/tmrest_meta/res/best_ldamodel.state
2018-04-11 22:39:54,462 : INFO : loaded ../../topicModel/src/tmrest_meta/res/best_ldamodel.state
2018-04-11 22:39:54,473 : INFO : loading Dictionary object from ../../data/data_schoolofinf/corpora/dictionary.less.meta
2018-04-11 22:39:54,476 : INFO : loaded ../../data/data_schoolofinf/corpora/dictionary.less.meta
In [64]:
# inference step by tm
tm.minimum_probability=0.01
topicnet['topic_probs'] = topicnet.toks.apply(
    lambda a: tm.get_document_topics(dict_tm.doc2bow(a)))
In [84]:
# start from 0 to get all the probs
tm.minimum_probability = 0.00
topicnet['topic_probs'] = topicnet.toks.apply(
    lambda a: tm.get_document_topics(dict_tm.doc2bow(a)))
ls = ['-', '-.', '--', ':']
# ds = [(5,1),(5,5), (5,10), (5,20)]
marker = ['x', '^', 'd', 'p']
# try values for min probability:
f = plt.figure(figsize=(15, 5))
axes = []
xs = np.linspace(0, tm.num_topics, num=tm.num_topics)
# _xs = np.linspace(xs[0],xs[-1],300)
c = sns.color_palette(n_colors=3)
for i in range(3):
    if i == 0:
        ax = f.add_subplot(1, 3, i + 1)
    else:
        ax = f.add_subplot(1, 3, i + 1, sharey=ax)
    _probs = np.asarray([a[1] for a in topicnet.topic_probs.iloc[13 + i * 2]])

    for j, p in enumerate([0.01, 0.05, 0.1]):
        ax.hlines(
            p,
            xs[0],
            xs[-1],
            linestyles=':',
            linewidth=4,
            label='{}'.format(p),
            colors=c[j])
#         _probs[_probs <= p] = 0

#     ax.step(xs, _probs, alpha=0.7, linestyle='-', linewidth=4)

    ax.vlines(xs, [0], _probs, alpha=0.7)
    #         ax.scatter(xs,_probs,,alpha=0.6,s=50,marker=marker[j])
    ax.set_yscale('log')
    axes.append(ax)
    ax.legend().set_visible(False)
h, l = axes[-1].get_legend_handles_labels()
axes[-1].legend(h, l, loc=0)
f.tight_layout()
In [135]:
f.savefig('IMG/try_min_probs.png', format='png', bbox_inches='tight')
In [65]:
# Generate cosine sim between individuals
cosim = compare_researchers(topicnet.topic_probs.tolist(), tm.num_topics)
print(cosim.shape)
(184, 184)
In [66]:
# find the best threshold:
thresholds, edges, distances, closest_edges, best_threshold, lowest_avg_distances, best_j_dist_epoch, best_j_dist_threshold = \
find_best_threshold(adj_mat, cosim, num_iter=10000, step_size=0.001)
2018-04-11 22:40:05,824 : INFO : Number of ground_truth_edges: 361.0
2018-04-11 22:40:05,825 : INFO : binary edges: True
2018-04-11 22:40:05,837 : INFO : epoch 0: threshold: 0.001 avg_dist: 0.977 num_edges: 15929
2018-04-11 22:40:05,849 : INFO : epoch 1: threshold: 0.002 avg_dist: 0.977 num_edges: 15737
2018-04-11 22:40:05,862 : INFO : epoch 2: threshold: 0.003 avg_dist: 0.977 num_edges: 15538
2018-04-11 22:40:05,874 : INFO : epoch 3: threshold: 0.004 avg_dist: 0.976 num_edges: 15364
2018-04-11 22:40:05,887 : INFO : epoch 4: threshold: 0.005 avg_dist: 0.976 num_edges: 15158
2018-04-11 22:40:05,899 : INFO : epoch 5: threshold: 0.006 avg_dist: 0.976 num_edges: 15002
2018-04-11 22:40:05,911 : INFO : epoch 6: threshold: 0.007 avg_dist: 0.976 num_edges: 14858
2018-04-11 22:40:05,921 : INFO : epoch 7: threshold: 0.008 avg_dist: 0.975 num_edges: 14698
2018-04-11 22:40:05,929 : INFO : epoch 8: threshold: 0.009 avg_dist: 0.975 num_edges: 14543
2018-04-11 22:40:05,939 : INFO : epoch 9: threshold: 0.010 avg_dist: 0.975 num_edges: 14417
2018-04-11 22:40:05,947 : INFO : epoch 10: threshold: 0.011 avg_dist: 0.974 num_edges: 14289
2018-04-11 22:40:05,958 : INFO : epoch 11: threshold: 0.012 avg_dist: 0.974 num_edges: 14163
2018-04-11 22:40:05,971 : INFO : epoch 12: threshold: 0.013 avg_dist: 0.974 num_edges: 14036
2018-04-11 22:40:05,979 : INFO : epoch 13: threshold: 0.014 avg_dist: 0.974 num_edges: 13896
2018-04-11 22:40:05,987 : INFO : epoch 14: threshold: 0.015 avg_dist: 0.973 num_edges: 13802
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2018-04-11 22:40:11,219 : INFO : epoch 630: threshold: 0.631 avg_dist: 0.799 num_edges: 973
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2018-04-11 22:40:11,287 : INFO : epoch 639: threshold: 0.640 avg_dist: 0.795 num_edges: 945
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2018-04-11 22:40:11,630 : INFO : epoch 679: threshold: 0.680 avg_dist: 0.775 num_edges: 776
2018-04-11 22:40:11,642 : INFO : epoch 680: threshold: 0.681 avg_dist: 0.775 num_edges: 775
2018-04-11 22:40:11,653 : INFO : epoch 681: threshold: 0.682 avg_dist: 0.775 num_edges: 774
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2018-04-11 22:40:11,668 : INFO : epoch 683: threshold: 0.684 avg_dist: 0.775 num_edges: 769
2018-04-11 22:40:11,675 : INFO : epoch 684: threshold: 0.685 avg_dist: 0.773 num_edges: 763
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2018-04-11 22:40:11,691 : INFO : epoch 686: threshold: 0.687 avg_dist: 0.773 num_edges: 755
2018-04-11 22:40:11,698 : INFO : epoch 687: threshold: 0.688 avg_dist: 0.773 num_edges: 753
2018-04-11 22:40:11,705 : INFO : epoch 688: threshold: 0.689 avg_dist: 0.774 num_edges: 747
2018-04-11 22:40:11,712 : INFO : epoch 689: threshold: 0.690 avg_dist: 0.773 num_edges: 744
2018-04-11 22:40:11,718 : INFO : epoch 690: threshold: 0.691 avg_dist: 0.775 num_edges: 742
2018-04-11 22:40:11,725 : INFO : epoch 691: threshold: 0.692 avg_dist: 0.775 num_edges: 742
2018-04-11 22:40:11,733 : INFO : epoch 692: threshold: 0.693 avg_dist: 0.777 num_edges: 737
2018-04-11 22:40:11,740 : INFO : epoch 693: threshold: 0.694 avg_dist: 0.780 num_edges: 733
2018-04-11 22:40:11,747 : INFO : epoch 694: threshold: 0.695 avg_dist: 0.780 num_edges: 730
2018-04-11 22:40:11,756 : INFO : epoch 695: threshold: 0.696 avg_dist: 0.778 num_edges: 725
2018-04-11 22:40:11,763 : INFO : epoch 696: threshold: 0.697 avg_dist: 0.776 num_edges: 720
2018-04-11 22:40:11,771 : INFO : epoch 697: threshold: 0.698 avg_dist: 0.776 num_edges: 717
2018-04-11 22:40:11,778 : INFO : epoch 698: threshold: 0.699 avg_dist: 0.775 num_edges: 711
2018-04-11 22:40:11,791 : INFO : epoch 699: threshold: 0.700 avg_dist: 0.774 num_edges: 708
2018-04-11 22:40:11,798 : INFO : epoch 700: threshold: 0.701 avg_dist: 0.774 num_edges: 708
2018-04-11 22:40:11,806 : INFO : epoch 701: threshold: 0.702 avg_dist: 0.774 num_edges: 706
2018-04-11 22:40:11,820 : INFO : epoch 702: threshold: 0.703 avg_dist: 0.773 num_edges: 704
2018-04-11 22:40:11,828 : INFO : epoch 703: threshold: 0.704 avg_dist: 0.774 num_edges: 702
2018-04-11 22:40:11,840 : INFO : epoch 704: threshold: 0.705 avg_dist: 0.774 num_edges: 700
2018-04-11 22:40:11,847 : INFO : epoch 705: threshold: 0.706 avg_dist: 0.773 num_edges: 695
2018-04-11 22:40:11,854 : INFO : epoch 706: threshold: 0.707 avg_dist: 0.773 num_edges: 692
2018-04-11 22:40:11,862 : INFO : epoch 707: threshold: 0.708 avg_dist: 0.771 num_edges: 687
2018-04-11 22:40:11,875 : INFO : epoch 708: threshold: 0.709 avg_dist: 0.771 num_edges: 684
2018-04-11 22:40:11,881 : INFO : epoch 709: threshold: 0.710 avg_dist: 0.770 num_edges: 681
2018-04-11 22:40:11,888 : INFO : epoch 710: threshold: 0.711 avg_dist: 0.769 num_edges: 676
2018-04-11 22:40:11,895 : INFO : epoch 711: threshold: 0.712 avg_dist: 0.769 num_edges: 674
2018-04-11 22:40:11,903 : INFO : epoch 712: threshold: 0.713 avg_dist: 0.770 num_edges: 671
2018-04-11 22:40:11,909 : INFO : epoch 713: threshold: 0.714 avg_dist: 0.770 num_edges: 670
2018-04-11 22:40:11,916 : INFO : epoch 714: threshold: 0.715 avg_dist: 0.772 num_edges: 661
2018-04-11 22:40:11,924 : INFO : epoch 715: threshold: 0.716 avg_dist: 0.776 num_edges: 652
2018-04-11 22:40:11,933 : INFO : epoch 716: threshold: 0.717 avg_dist: 0.774 num_edges: 649
2018-04-11 22:40:11,947 : INFO : epoch 717: threshold: 0.718 avg_dist: 0.775 num_edges: 643
2018-04-11 22:40:11,955 : INFO : epoch 718: threshold: 0.719 avg_dist: 0.774 num_edges: 640
2018-04-11 22:40:11,969 : INFO : epoch 719: threshold: 0.720 avg_dist: 0.774 num_edges: 638
2018-04-11 22:40:11,980 : INFO : epoch 720: threshold: 0.721 avg_dist: 0.774 num_edges: 635
2018-04-11 22:40:11,992 : INFO : epoch 721: threshold: 0.722 avg_dist: 0.774 num_edges: 635
2018-04-11 22:40:12,002 : INFO : epoch 722: threshold: 0.723 avg_dist: 0.776 num_edges: 630
2018-04-11 22:40:12,010 : INFO : epoch 723: threshold: 0.724 avg_dist: 0.776 num_edges: 627
2018-04-11 22:40:12,018 : INFO : epoch 724: threshold: 0.725 avg_dist: 0.776 num_edges: 621
2018-04-11 22:40:12,025 : INFO : epoch 725: threshold: 0.726 avg_dist: 0.776 num_edges: 619
2018-04-11 22:40:12,034 : INFO : epoch 726: threshold: 0.727 avg_dist: 0.775 num_edges: 617
2018-04-11 22:40:12,040 : INFO : epoch 727: threshold: 0.728 avg_dist: 0.773 num_edges: 614
2018-04-11 22:40:12,047 : INFO : epoch 728: threshold: 0.729 avg_dist: 0.774 num_edges: 609
2018-04-11 22:40:12,054 : INFO : epoch 729: threshold: 0.730 avg_dist: 0.773 num_edges: 602
2018-04-11 22:40:12,062 : INFO : epoch 730: threshold: 0.731 avg_dist: 0.775 num_edges: 601
2018-04-11 22:40:12,070 : INFO : epoch 731: threshold: 0.732 avg_dist: 0.779 num_edges: 595
2018-04-11 22:40:12,077 : INFO : epoch 732: threshold: 0.733 avg_dist: 0.779 num_edges: 594
2018-04-11 22:40:12,084 : INFO : epoch 733: threshold: 0.734 avg_dist: 0.783 num_edges: 591
2018-04-11 22:40:12,091 : INFO : epoch 734: threshold: 0.735 avg_dist: 0.783 num_edges: 591
2018-04-11 22:40:12,099 : INFO : epoch 735: threshold: 0.736 avg_dist: 0.781 num_edges: 586
2018-04-11 22:40:12,107 : INFO : epoch 736: threshold: 0.737 avg_dist: 0.781 num_edges: 583
2018-04-11 22:40:12,115 : INFO : epoch 737: threshold: 0.738 avg_dist: 0.781 num_edges: 582
2018-04-11 22:40:12,130 : INFO : epoch 738: threshold: 0.739 avg_dist: 0.780 num_edges: 580
2018-04-11 22:40:12,147 : INFO : epoch 739: threshold: 0.740 avg_dist: 0.779 num_edges: 579
2018-04-11 22:40:12,159 : INFO : epoch 740: threshold: 0.741 avg_dist: 0.777 num_edges: 577
2018-04-11 22:40:12,167 : INFO : epoch 741: threshold: 0.742 avg_dist: 0.776 num_edges: 576
2018-04-11 22:40:12,175 : INFO : epoch 742: threshold: 0.743 avg_dist: 0.777 num_edges: 573
2018-04-11 22:40:12,185 : INFO : epoch 743: threshold: 0.744 avg_dist: 0.775 num_edges: 568
2018-04-11 22:40:12,199 : INFO : epoch 744: threshold: 0.745 avg_dist: 0.774 num_edges: 565
2018-04-11 22:40:12,214 : INFO : epoch 745: threshold: 0.746 avg_dist: 0.774 num_edges: 563
2018-04-11 22:40:12,221 : INFO : epoch 746: threshold: 0.747 avg_dist: 0.782 num_edges: 555
2018-04-11 22:40:12,228 : INFO : epoch 747: threshold: 0.748 avg_dist: 0.781 num_edges: 551
2018-04-11 22:40:12,235 : INFO : epoch 748: threshold: 0.749 avg_dist: 0.783 num_edges: 548
2018-04-11 22:40:12,242 : INFO : epoch 749: threshold: 0.750 avg_dist: 0.782 num_edges: 545
2018-04-11 22:40:12,248 : INFO : epoch 750: threshold: 0.751 avg_dist: 0.783 num_edges: 543
2018-04-11 22:40:12,255 : INFO : epoch 751: threshold: 0.752 avg_dist: 0.784 num_edges: 539
2018-04-11 22:40:12,262 : INFO : epoch 752: threshold: 0.753 avg_dist: 0.784 num_edges: 535
2018-04-11 22:40:12,271 : INFO : epoch 753: threshold: 0.754 avg_dist: 0.787 num_edges: 530
2018-04-11 22:40:12,278 : INFO : epoch 754: threshold: 0.755 avg_dist: 0.788 num_edges: 525
2018-04-11 22:40:12,286 : INFO : epoch 755: threshold: 0.756 avg_dist: 0.787 num_edges: 519
2018-04-11 22:40:12,293 : INFO : epoch 756: threshold: 0.757 avg_dist: 0.784 num_edges: 516
2018-04-11 22:40:12,302 : INFO : epoch 757: threshold: 0.758 avg_dist: 0.783 num_edges: 509
2018-04-11 22:40:12,310 : INFO : epoch 758: threshold: 0.759 avg_dist: 0.782 num_edges: 508
2018-04-11 22:40:12,322 : INFO : epoch 759: threshold: 0.760 avg_dist: 0.781 num_edges: 506
2018-04-11 22:40:12,331 : INFO : epoch 760: threshold: 0.761 avg_dist: 0.780 num_edges: 503
2018-04-11 22:40:12,338 : INFO : epoch 761: threshold: 0.762 avg_dist: 0.784 num_edges: 501
2018-04-11 22:40:12,346 : INFO : epoch 762: threshold: 0.763 avg_dist: 0.784 num_edges: 500
2018-04-11 22:40:12,355 : INFO : epoch 763: threshold: 0.764 avg_dist: 0.784 num_edges: 499
2018-04-11 22:40:12,363 : INFO : epoch 764: threshold: 0.765 avg_dist: 0.787 num_edges: 495
2018-04-11 22:40:12,370 : INFO : epoch 765: threshold: 0.766 avg_dist: 0.789 num_edges: 494
2018-04-11 22:40:12,377 : INFO : epoch 766: threshold: 0.767 avg_dist: 0.789 num_edges: 494
2018-04-11 22:40:12,384 : INFO : epoch 767: threshold: 0.768 avg_dist: 0.786 num_edges: 488
2018-04-11 22:40:12,391 : INFO : epoch 768: threshold: 0.769 avg_dist: 0.785 num_edges: 486
2018-04-11 22:40:12,400 : INFO : epoch 769: threshold: 0.770 avg_dist: 0.785 num_edges: 484
2018-04-11 22:40:12,407 : INFO : epoch 770: threshold: 0.771 avg_dist: 0.785 num_edges: 483
2018-04-11 22:40:12,414 : INFO : epoch 771: threshold: 0.772 avg_dist: 0.788 num_edges: 481
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2018-04-11 22:40:12,461 : INFO : epoch 777: threshold: 0.778 avg_dist: 0.782 num_edges: 465
2018-04-11 22:40:12,469 : INFO : epoch 778: threshold: 0.779 avg_dist: 0.782 num_edges: 465
2018-04-11 22:40:12,475 : INFO : epoch 779: threshold: 0.780 avg_dist: 0.785 num_edges: 461
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2018-04-11 22:40:12,495 : INFO : epoch 781: threshold: 0.782 avg_dist: 0.784 num_edges: 458
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2018-04-11 22:40:12,648 : INFO : epoch 800: threshold: 0.801 avg_dist: 0.782 num_edges: 416
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2018-04-11 22:40:12,901 : INFO : epoch 831: threshold: 0.832 avg_dist: 0.791 num_edges: 342
2018-04-11 22:40:12,910 : INFO : epoch 832: threshold: 0.833 avg_dist: 0.798 num_edges: 338
2018-04-11 22:40:12,919 : INFO : epoch 833: threshold: 0.834 avg_dist: 0.801 num_edges: 337
2018-04-11 22:40:12,926 : INFO : epoch 834: threshold: 0.835 avg_dist: 0.801 num_edges: 335
2018-04-11 22:40:12,937 : INFO : epoch 835: threshold: 0.836 avg_dist: 0.802 num_edges: 333
2018-04-11 22:40:12,944 : INFO : epoch 836: threshold: 0.837 avg_dist: 0.802 num_edges: 332
2018-04-11 22:40:12,958 : INFO : epoch 837: threshold: 0.838 avg_dist: 0.803 num_edges: 328
2018-04-11 22:40:12,965 : INFO : epoch 838: threshold: 0.839 avg_dist: 0.802 num_edges: 325
2018-04-11 22:40:12,971 : INFO : epoch 839: threshold: 0.840 avg_dist: 0.801 num_edges: 323
2018-04-11 22:40:12,978 : INFO : epoch 840: threshold: 0.841 avg_dist: 0.811 num_edges: 321
2018-04-11 22:40:12,990 : INFO : epoch 841: threshold: 0.842 avg_dist: 0.811 num_edges: 319
2018-04-11 22:40:13,002 : INFO : epoch 842: threshold: 0.843 avg_dist: 0.813 num_edges: 317
2018-04-11 22:40:13,014 : INFO : epoch 843: threshold: 0.844 avg_dist: 0.810 num_edges: 312
2018-04-11 22:40:13,020 : INFO : epoch 844: threshold: 0.845 avg_dist: 0.810 num_edges: 312
2018-04-11 22:40:13,030 : INFO : epoch 845: threshold: 0.846 avg_dist: 0.810 num_edges: 311
2018-04-11 22:40:13,036 : INFO : epoch 846: threshold: 0.847 avg_dist: 0.809 num_edges: 310
2018-04-11 22:40:13,044 : INFO : epoch 847: threshold: 0.848 avg_dist: 0.808 num_edges: 307
2018-04-11 22:40:13,051 : INFO : epoch 848: threshold: 0.849 avg_dist: 0.813 num_edges: 305
2018-04-11 22:40:13,058 : INFO : epoch 849: threshold: 0.850 avg_dist: 0.812 num_edges: 303
2018-04-11 22:40:13,066 : INFO : epoch 850: threshold: 0.851 avg_dist: 0.809 num_edges: 299
2018-04-11 22:40:13,073 : INFO : epoch 851: threshold: 0.852 avg_dist: 0.811 num_edges: 298
2018-04-11 22:40:13,080 : INFO : epoch 852: threshold: 0.853 avg_dist: 0.811 num_edges: 298
2018-04-11 22:40:13,088 : INFO : epoch 853: threshold: 0.854 avg_dist: 0.812 num_edges: 295
2018-04-11 22:40:13,095 : INFO : epoch 854: threshold: 0.855 avg_dist: 0.812 num_edges: 294
2018-04-11 22:40:13,102 : INFO : epoch 855: threshold: 0.856 avg_dist: 0.814 num_edges: 293
2018-04-11 22:40:13,109 : INFO : epoch 856: threshold: 0.857 avg_dist: 0.815 num_edges: 291
2018-04-11 22:40:13,119 : INFO : epoch 857: threshold: 0.858 avg_dist: 0.817 num_edges: 289
2018-04-11 22:40:13,126 : INFO : epoch 858: threshold: 0.859 avg_dist: 0.817 num_edges: 287
2018-04-11 22:40:13,138 : INFO : epoch 859: threshold: 0.860 avg_dist: 0.817 num_edges: 287
2018-04-11 22:40:13,145 : INFO : epoch 860: threshold: 0.861 avg_dist: 0.818 num_edges: 285
2018-04-11 22:40:13,152 : INFO : epoch 861: threshold: 0.862 avg_dist: 0.818 num_edges: 284
2018-04-11 22:40:13,161 : INFO : epoch 862: threshold: 0.863 avg_dist: 0.821 num_edges: 283
2018-04-11 22:40:13,172 : INFO : epoch 863: threshold: 0.864 avg_dist: 0.817 num_edges: 279
2018-04-11 22:40:13,179 : INFO : epoch 864: threshold: 0.865 avg_dist: 0.818 num_edges: 278
2018-04-11 22:40:13,188 : INFO : epoch 865: threshold: 0.866 avg_dist: 0.824 num_edges: 277
2018-04-11 22:40:13,195 : INFO : epoch 866: threshold: 0.867 avg_dist: 0.824 num_edges: 276
2018-04-11 22:40:13,202 : INFO : epoch 867: threshold: 0.868 avg_dist: 0.823 num_edges: 272
2018-04-11 22:40:13,208 : INFO : epoch 868: threshold: 0.869 avg_dist: 0.826 num_edges: 268
2018-04-11 22:40:13,216 : INFO : epoch 869: threshold: 0.870 avg_dist: 0.826 num_edges: 268
2018-04-11 22:40:13,223 : INFO : epoch 870: threshold: 0.871 avg_dist: 0.828 num_edges: 267
2018-04-11 22:40:13,231 : INFO : epoch 871: threshold: 0.872 avg_dist: 0.828 num_edges: 267
2018-04-11 22:40:13,239 : INFO : epoch 872: threshold: 0.873 avg_dist: 0.828 num_edges: 267
2018-04-11 22:40:13,245 : INFO : epoch 873: threshold: 0.874 avg_dist: 0.827 num_edges: 266
2018-04-11 22:40:13,251 : INFO : epoch 874: threshold: 0.875 avg_dist: 0.827 num_edges: 266
2018-04-11 22:40:13,259 : INFO : epoch 875: threshold: 0.876 avg_dist: 0.829 num_edges: 263
2018-04-11 22:40:13,266 : INFO : epoch 876: threshold: 0.877 avg_dist: 0.829 num_edges: 262
2018-04-11 22:40:13,274 : INFO : epoch 877: threshold: 0.878 avg_dist: 0.830 num_edges: 260
2018-04-11 22:40:13,283 : INFO : epoch 878: threshold: 0.879 avg_dist: 0.831 num_edges: 256
2018-04-11 22:40:13,289 : INFO : epoch 879: threshold: 0.880 avg_dist: 0.830 num_edges: 254
2018-04-11 22:40:13,297 : INFO : epoch 880: threshold: 0.881 avg_dist: 0.830 num_edges: 253
2018-04-11 22:40:13,304 : INFO : epoch 881: threshold: 0.882 avg_dist: 0.830 num_edges: 251
2018-04-11 22:40:13,311 : INFO : epoch 882: threshold: 0.883 avg_dist: 0.830 num_edges: 250
2018-04-11 22:40:13,318 : INFO : epoch 883: threshold: 0.884 avg_dist: 0.830 num_edges: 250
2018-04-11 22:40:13,326 : INFO : epoch 884: threshold: 0.885 avg_dist: 0.830 num_edges: 250
2018-04-11 22:40:13,333 : INFO : epoch 885: threshold: 0.886 avg_dist: 0.829 num_edges: 247
2018-04-11 22:40:13,340 : INFO : epoch 886: threshold: 0.887 avg_dist: 0.830 num_edges: 244
2018-04-11 22:40:13,346 : INFO : epoch 887: threshold: 0.888 avg_dist: 0.837 num_edges: 241
2018-04-11 22:40:13,353 : INFO : epoch 888: threshold: 0.889 avg_dist: 0.837 num_edges: 238
2018-04-11 22:40:13,360 : INFO : epoch 889: threshold: 0.890 avg_dist: 0.839 num_edges: 237
2018-04-11 22:40:13,367 : INFO : epoch 890: threshold: 0.891 avg_dist: 0.839 num_edges: 237
2018-04-11 22:40:13,374 : INFO : epoch 891: threshold: 0.892 avg_dist: 0.842 num_edges: 234
2018-04-11 22:40:13,381 : INFO : epoch 892: threshold: 0.893 avg_dist: 0.842 num_edges: 231
2018-04-11 22:40:13,388 : INFO : epoch 893: threshold: 0.894 avg_dist: 0.845 num_edges: 227
2018-04-11 22:40:13,396 : INFO : epoch 894: threshold: 0.895 avg_dist: 0.846 num_edges: 225
2018-04-11 22:40:13,404 : INFO : epoch 895: threshold: 0.896 avg_dist: 0.845 num_edges: 223
2018-04-11 22:40:13,411 : INFO : epoch 896: threshold: 0.897 avg_dist: 0.849 num_edges: 222
2018-04-11 22:40:13,422 : INFO : epoch 897: threshold: 0.898 avg_dist: 0.851 num_edges: 220
2018-04-11 22:40:13,430 : INFO : epoch 898: threshold: 0.899 avg_dist: 0.853 num_edges: 218
2018-04-11 22:40:13,437 : INFO : epoch 899: threshold: 0.900 avg_dist: 0.854 num_edges: 216
2018-04-11 22:40:13,443 : INFO : epoch 900: threshold: 0.901 avg_dist: 0.857 num_edges: 213
2018-04-11 22:40:13,451 : INFO : epoch 901: threshold: 0.902 avg_dist: 0.858 num_edges: 209
2018-04-11 22:40:13,463 : INFO : epoch 902: threshold: 0.903 avg_dist: 0.857 num_edges: 207
2018-04-11 22:40:13,474 : INFO : epoch 903: threshold: 0.904 avg_dist: 0.856 num_edges: 204
2018-04-11 22:40:13,481 : INFO : epoch 904: threshold: 0.905 avg_dist: 0.856 num_edges: 204
2018-04-11 22:40:13,488 : INFO : epoch 905: threshold: 0.906 avg_dist: 0.856 num_edges: 202
2018-04-11 22:40:13,496 : INFO : epoch 906: threshold: 0.907 avg_dist: 0.856 num_edges: 202
2018-04-11 22:40:13,503 : INFO : epoch 907: threshold: 0.908 avg_dist: 0.856 num_edges: 202
2018-04-11 22:40:13,509 : INFO : epoch 908: threshold: 0.909 avg_dist: 0.856 num_edges: 201
2018-04-11 22:40:13,520 : INFO : epoch 909: threshold: 0.910 avg_dist: 0.857 num_edges: 200
2018-04-11 22:40:13,528 : INFO : epoch 910: threshold: 0.911 avg_dist: 0.858 num_edges: 197
2018-04-11 22:40:13,536 : INFO : epoch 911: threshold: 0.912 avg_dist: 0.857 num_edges: 196
2018-04-11 22:40:13,543 : INFO : epoch 912: threshold: 0.913 avg_dist: 0.857 num_edges: 194
2018-04-11 22:40:13,550 : INFO : epoch 913: threshold: 0.914 avg_dist: 0.857 num_edges: 193
2018-04-11 22:40:13,558 : INFO : epoch 914: threshold: 0.915 avg_dist: 0.856 num_edges: 191
2018-04-11 22:40:13,565 : INFO : epoch 915: threshold: 0.916 avg_dist: 0.856 num_edges: 191
2018-04-11 22:40:13,572 : INFO : epoch 916: threshold: 0.917 avg_dist: 0.858 num_edges: 190
2018-04-11 22:40:13,580 : INFO : epoch 917: threshold: 0.918 avg_dist: 0.857 num_edges: 187
2018-04-11 22:40:13,586 : INFO : epoch 918: threshold: 0.919 avg_dist: 0.860 num_edges: 185
2018-04-11 22:40:13,593 : INFO : epoch 919: threshold: 0.920 avg_dist: 0.860 num_edges: 182
2018-04-11 22:40:13,605 : INFO : epoch 920: threshold: 0.921 avg_dist: 0.857 num_edges: 180
2018-04-11 22:40:13,612 : INFO : epoch 921: threshold: 0.922 avg_dist: 0.859 num_edges: 177
2018-04-11 22:40:13,622 : INFO : epoch 922: threshold: 0.923 avg_dist: 0.858 num_edges: 175
2018-04-11 22:40:13,629 : INFO : epoch 923: threshold: 0.924 avg_dist: 0.859 num_edges: 173
2018-04-11 22:40:13,636 : INFO : epoch 924: threshold: 0.925 avg_dist: 0.859 num_edges: 172
2018-04-11 22:40:13,647 : INFO : epoch 925: threshold: 0.926 avg_dist: 0.859 num_edges: 170
2018-04-11 22:40:13,655 : INFO : epoch 926: threshold: 0.927 avg_dist: 0.861 num_edges: 167
2018-04-11 22:40:13,661 : INFO : epoch 927: threshold: 0.928 avg_dist: 0.861 num_edges: 164
2018-04-11 22:40:13,668 : INFO : epoch 928: threshold: 0.929 avg_dist: 0.861 num_edges: 161
2018-04-11 22:40:13,676 : INFO : epoch 929: threshold: 0.930 avg_dist: 0.862 num_edges: 158
2018-04-11 22:40:13,683 : INFO : epoch 930: threshold: 0.931 avg_dist: 0.864 num_edges: 156
2018-04-11 22:40:13,692 : INFO : epoch 931: threshold: 0.932 avg_dist: 0.865 num_edges: 154
2018-04-11 22:40:13,699 : INFO : epoch 932: threshold: 0.933 avg_dist: 0.865 num_edges: 153
2018-04-11 22:40:13,706 : INFO : epoch 933: threshold: 0.934 avg_dist: 0.867 num_edges: 152
2018-04-11 22:40:13,714 : INFO : epoch 934: threshold: 0.935 avg_dist: 0.868 num_edges: 149
2018-04-11 22:40:13,721 : INFO : epoch 935: threshold: 0.936 avg_dist: 0.868 num_edges: 148
2018-04-11 22:40:13,727 : INFO : epoch 936: threshold: 0.937 avg_dist: 0.871 num_edges: 146
2018-04-11 22:40:13,734 : INFO : epoch 937: threshold: 0.938 avg_dist: 0.870 num_edges: 143
2018-04-11 22:40:13,749 : INFO : epoch 938: threshold: 0.939 avg_dist: 0.869 num_edges: 139
2018-04-11 22:40:13,759 : INFO : epoch 939: threshold: 0.940 avg_dist: 0.869 num_edges: 138
2018-04-11 22:40:13,767 : INFO : epoch 940: threshold: 0.941 avg_dist: 0.868 num_edges: 137
2018-04-11 22:40:13,774 : INFO : epoch 941: threshold: 0.942 avg_dist: 0.868 num_edges: 136
2018-04-11 22:40:13,782 : INFO : epoch 942: threshold: 0.943 avg_dist: 0.868 num_edges: 133
2018-04-11 22:40:13,791 : INFO : epoch 943: threshold: 0.944 avg_dist: 0.871 num_edges: 126
2018-04-11 22:40:13,802 : INFO : epoch 944: threshold: 0.945 avg_dist: 0.880 num_edges: 121
2018-04-11 22:40:13,809 : INFO : epoch 945: threshold: 0.946 avg_dist: 0.880 num_edges: 119
2018-04-11 22:40:13,817 : INFO : epoch 946: threshold: 0.947 avg_dist: 0.880 num_edges: 117
2018-04-11 22:40:13,826 : INFO : epoch 947: threshold: 0.948 avg_dist: 0.882 num_edges: 115
2018-04-11 22:40:13,837 : INFO : epoch 948: threshold: 0.949 avg_dist: 0.882 num_edges: 113
2018-04-11 22:40:13,843 : INFO : epoch 949: threshold: 0.950 avg_dist: 0.884 num_edges: 109
2018-04-11 22:40:13,852 : INFO : epoch 950: threshold: 0.951 avg_dist: 0.884 num_edges: 104
2018-04-11 22:40:13,858 : INFO : epoch 951: threshold: 0.952 avg_dist: 0.884 num_edges: 101
2018-04-11 22:40:13,866 : INFO : epoch 952: threshold: 0.953 avg_dist: 0.884 num_edges: 99
2018-04-11 22:40:13,874 : INFO : epoch 953: threshold: 0.954 avg_dist: 0.898 num_edges: 94
2018-04-11 22:40:13,883 : INFO : epoch 954: threshold: 0.955 avg_dist: 0.898 num_edges: 91
2018-04-11 22:40:13,889 : INFO : epoch 955: threshold: 0.956 avg_dist: 0.897 num_edges: 89
2018-04-11 22:40:13,896 : INFO : epoch 956: threshold: 0.957 avg_dist: 0.896 num_edges: 88
2018-04-11 22:40:13,904 : INFO : epoch 957: threshold: 0.958 avg_dist: 0.898 num_edges: 83
2018-04-11 22:40:13,911 : INFO : epoch 958: threshold: 0.959 avg_dist: 0.899 num_edges: 82
2018-04-11 22:40:13,923 : INFO : epoch 959: threshold: 0.960 avg_dist: 0.902 num_edges: 81
2018-04-11 22:40:13,931 : INFO : epoch 960: threshold: 0.961 avg_dist: 0.902 num_edges: 79
2018-04-11 22:40:13,938 : INFO : epoch 961: threshold: 0.962 avg_dist: 0.902 num_edges: 79
2018-04-11 22:40:13,944 : INFO : epoch 962: threshold: 0.963 avg_dist: 0.904 num_edges: 76
2018-04-11 22:40:13,954 : INFO : epoch 963: threshold: 0.964 avg_dist: 0.905 num_edges: 73
2018-04-11 22:40:13,961 : INFO : epoch 964: threshold: 0.965 avg_dist: 0.911 num_edges: 70
2018-04-11 22:40:13,973 : INFO : epoch 965: threshold: 0.966 avg_dist: 0.918 num_edges: 67
2018-04-11 22:40:13,980 : INFO : epoch 966: threshold: 0.967 avg_dist: 0.933 num_edges: 61
2018-04-11 22:40:13,989 : INFO : epoch 967: threshold: 0.968 avg_dist: 0.934 num_edges: 60
2018-04-11 22:40:13,996 : INFO : epoch 968: threshold: 0.969 avg_dist: 0.939 num_edges: 58
2018-04-11 22:40:14,007 : INFO : epoch 969: threshold: 0.970 avg_dist: 0.940 num_edges: 57
2018-04-11 22:40:14,014 : INFO : epoch 970: threshold: 0.971 avg_dist: 0.940 num_edges: 54
2018-04-11 22:40:14,022 : INFO : epoch 971: threshold: 0.972 avg_dist: 0.941 num_edges: 51
2018-04-11 22:40:14,028 : INFO : epoch 972: threshold: 0.973 avg_dist: 0.941 num_edges: 49
2018-04-11 22:40:14,034 : INFO : epoch 973: threshold: 0.974 avg_dist: 0.941 num_edges: 48
2018-04-11 22:40:14,041 : INFO : epoch 974: threshold: 0.975 avg_dist: 0.944 num_edges: 46
2018-04-11 22:40:14,048 : INFO : epoch 975: threshold: 0.976 avg_dist: 0.947 num_edges: 43
2018-04-11 22:40:14,057 : INFO : epoch 976: threshold: 0.977 avg_dist: 0.946 num_edges: 42
2018-04-11 22:40:14,064 : INFO : epoch 977: threshold: 0.978 avg_dist: 0.946 num_edges: 41
2018-04-11 22:40:14,071 : INFO : epoch 978: threshold: 0.979 avg_dist: 0.951 num_edges: 38
2018-04-11 22:40:14,081 : INFO : epoch 979: threshold: 0.980 avg_dist: 0.955 num_edges: 35
2018-04-11 22:40:14,100 : INFO : epoch 980: threshold: 0.981 avg_dist: 0.958 num_edges: 31
2018-04-11 22:40:14,113 : INFO : epoch 981: threshold: 0.982 avg_dist: 0.958 num_edges: 28
2018-04-11 22:40:14,122 : INFO : epoch 982: threshold: 0.983 avg_dist: 0.957 num_edges: 26
2018-04-11 22:40:14,134 : INFO : epoch 983: threshold: 0.984 avg_dist: 0.958 num_edges: 22
2018-04-11 22:40:14,145 : INFO : epoch 984: threshold: 0.985 avg_dist: 0.956 num_edges: 21
2018-04-11 22:40:14,153 : INFO : epoch 985: threshold: 0.986 avg_dist: 0.960 num_edges: 19
2018-04-11 22:40:14,161 : INFO : epoch 986: threshold: 0.987 avg_dist: 0.960 num_edges: 19
2018-04-11 22:40:14,168 : INFO : epoch 987: threshold: 0.988 avg_dist: 0.965 num_edges: 17
2018-04-11 22:40:14,182 : INFO : epoch 988: threshold: 0.989 avg_dist: 0.965 num_edges: 17
2018-04-11 22:40:14,189 : INFO : epoch 989: threshold: 0.990 avg_dist: 0.971 num_edges: 16
2018-04-11 22:40:14,196 : INFO : epoch 990: threshold: 0.991 avg_dist: 0.971 num_edges: 16
2018-04-11 22:40:14,208 : INFO : epoch 991: threshold: 0.992 avg_dist: 0.978 num_edges: 11
2018-04-11 22:40:14,215 : INFO : epoch 992: threshold: 0.993 avg_dist: 0.975 num_edges: 10
2018-04-11 22:40:14,224 : INFO : epoch 993: threshold: 0.994 avg_dist: 0.976 num_edges: 8
2018-04-11 22:40:14,231 : INFO : epoch 994: threshold: 0.995 avg_dist: 0.982 num_edges: 5
2018-04-11 22:40:14,239 : INFO : epoch 995: threshold: 0.996 avg_dist: 0.984 num_edges: 4
2018-04-11 22:40:14,246 : INFO : epoch 996: threshold: 0.997 avg_dist: 0.988 num_edges: 2
2018-04-11 22:40:14,254 : INFO : epoch 997: threshold: 0.998 avg_dist: 0.995 num_edges: 1
2018-04-11 22:40:14,263 : INFO : epoch 998: threshold: 0.999 avg_dist: 0.995 num_edges: 1
threshold: 0.826 dist 0.768510 (711, 0.712) edges 361/361.0 (825)

threshold: 0.826 dist 0.768510 (711, 0.712) edges 361/361.0 (825)

In [67]:
# Set the edges:
topicnet_adj_mat = set_edges(cosim, 0.826, binary=True)
topicnet_adj_mat.dump('./res/topicnet6yr_adjmat.pkl')
2018-04-11 22:40:15,027 : INFO : dimension: 184, 184

Visualise

Thresholding:

In [68]:
f = threshold_plot(thresholds, distances, edges, best_threshold, closest_edges,
                   best_j_dist_threshold, lowest_avg_distances,
                   np.sum(adj_mat) // 2, cosim)
In [ ]:
f.savefig('./IMG/topicnet6yr_thresholding.png', format='png', bbox_inches='tight')

As series of matrices:

In [ ]:
# ORIGINAL COLALB NET
f1 = plt.figure(figsize=(8, 8))
ax1 = f1.add_subplot(111)
ax1.axis('off')
sns.heatmap(adj_mat, cbar=False, square=True)
# ax1.set_title('infnet6yr\n(#Edges={})'.format(int(np.sum(adj_mat) // 2)))

# COSIM
f2 = plt.figure(figsize=(8, 8))
ax2 = f2.add_subplot(111)
ax2.axis('off')
sns.heatmap(
    cosim,
    cbar=False,
    square=True,
    ax=ax2,
    vmax=1,
    vmin=0,
    robust=True,
    cmap='gnuplot2')
# ax2.set_title('Cosine similairty\nbetween researchers')

# FINAL :
f3 = plt.figure(figsize=(8, 8))
ax3 = f3.add_subplot(111)
ax3.axis('off')
sns.heatmap(topicnet_adj_mat, cbar=False, square=True, ax=ax3)
# ax3.set_title('topicnet6yr\n($\epsilon$={:.3f}, #Edges={})'.format(
#     best_threshold,
#     int(np.sum(topicnet_adj_mat) // 2)))
In [ ]:
f1.savefig('./IMG/topicnet6yr_adjmat_org.png')
f2.savefig('./IMG/topicnet6yr_adjmat_cosim.png')
f3.savefig('./IMG/topicnet6yr_adjmat_topicnet.png')
In [ ]:
jaccard_adj_mat = set_edges(cosim, best_j_dist_threshold, binary=True)
# jaccard matrix
f4 = plt.figure(figsize=(8, 8))
ax4 = f4.add_subplot(111)
ax4.axis('off')
sns.heatmap(jaccard_adj_mat, cbar=False, square=True, ax=ax4)
In [ ]:
f4.savefig('./IMG/topicnet6yr_adjmat_jaccard.png')

As networks:

In [69]:
g_topicnet6yr = adj_mat_to_graph(topicnet_adj_mat, collabnet.id.tolist())
In [70]:
print(nx.info(g_topicnet6yr))
Name: 
Type: Graph
Number of nodes: 152
Number of edges: 361
Average degree:   4.7500
In [71]:
artist.draw_default_layout(
    g_topicnet6yr,
    lookup_poinf=get_lookup_poinf(),
    file_prefix='topicnet6yr',
    SAVE_GRAPHS=False)
2018-04-11 22:40:44,635 : INFO : SAVE_GRAPHS: False
In [72]:
artist.draw_circular_layout(
    g_topicnet6yr,
    get_lookup_poinf(),
    file_prefix='topicnet6yr',
    SAVE_GRAPHS=False)
2018-04-11 22:40:46,752 : INFO : SAVE_GRAPHS: False

Descriptive statistics

In [74]:
partition_dict = {}
topicnet['list_tm'] = topicnet.topic_probs.apply(lambda x: to_list(x, 30))

n = 0
for i, nodes in enumerate(nx.connected_components(g_topicnet6yr)):

    n += len(nodes)
    a = topicnet[topicnet.id.isin(nodes)].list_tm.tolist()
    topic_dist = np.mean(a, axis=0)
    partition_dict[i] = {
        'nodes': nodes,
        'topic_dist': topic_dist,
        'most_probable_topic': np.argmax(topic_dist)
    }
In [75]:
_pos = nx.spring_layout(g_topicnet6yr,k=.12, iterations=60)
In [76]:
topics= [19, 21, 27, 7, 28, 8,
        0, 23, 13, 10, 16,
        17, 12, 4, 15, 26,
        14, 22, 9, 29, 20,
        6, 2, 18, 25, 5,
        1, 3, 24, 11, ]
labels = ['Computational Linguistics', 'Speech Synthesis', 'IRR', 'Neural Network', 'IRR', 'Computer Vision',
         'Parallel Programming', 'Reasoning (?)','Bioinformatics','Machine Translation','Algorithms',
         'Social Media', '??', 'Compiler', 'Wireless Communication', 'Machine Learning',
         'Computer Simulation','Robot Control', 'Computer System', '??', 'Quantum Computing',
         'Computer Security', 'Database', 'Human Computer Interaction', 'Interaction System (?)', 'Modelling (?)',
         'Information Retrieval', 'Graph Theory', '??', '??']
TOPIC_DICT = dict((a,b) for a,b in zip(topics,labels))
In [77]:
f = plt.figure(figsize=(19, 10))
ax = f.add_subplot(111)

nx.draw(
    g_topicnet6yr,
    pos=_pos,
    ax=ax,
    node_size=50,
    alpha=.9,
    node_color=artist.color_by_inst(g_topicnet6yr, get_lookup_poinf()))

for _, node_dict in list(partition_dict.items()):
    # calculate average position:
    pos_x, pos_y = 0, 0
    for node in node_dict['nodes']:
        pos_x += _pos[node][0]
        pos_y += _pos[node][1]
    pos_x /= len(node_dict['nodes'])
    pos_y /= len(node_dict['nodes'])
    topic_num = node_dict['most_probable_topic']
    ax.text(
        pos_x - .15,
        pos_y - .1,
        "{}-{}".format(topic_num + 1, TOPIC_DICT[topic_num]),
        withdash=True,
        size=17,
        weight='bold')
#     print((node_dict['most_probable_topic']))

artist.add_inst_labels(ax)
ax.legend(
    loc='upper center',
    bbox_to_anchor=(0.5, 1.1),
    ncol=3,
    title='institutes',
    fontsize=12,
    fancybox=True,
    shadow=False)
f.tight_layout()
In [35]:
f.savefig('IMG/topicnet6yr_sping_w_topiclabel.pdf',format='pdf',bbox_inches='tight')
In [78]:
print(nx.average_clustering(g_topicnet6yr,count_zeros=False))
# clustering coefficient
c,avg = clustering_coeff(g_topicnet6yr)
print(avg)
0.7846849412269972
0.5523768994163731
In [79]:
nx.transitivity(g_topicnet6yr)
Out[79]:
0.8257756563245824
In [80]:
a = nx.degree_histogram(g_topicnet6yr)
print(a[0]+a[1])
39
In [81]:
s=0
for i in nx.connected_components(g_topicnet6yr):
    s+=1
print(s)
25

Using spectral clustering

In [ ]:
from sklearn.cluster import SpectralClustering
In [ ]:
spectral_c = SpectralClustering(n_clusters=24) # <- number of dimension of projection subspace
In [ ]:
topicnet['list_tm'] = topicnet.topic_probs.apply(lambda x: to_list(x,30))
In [ ]:
_x = topicnet.list_tm.tolist()
In [ ]:
spectral_clusters = spectral_c.fit_predict(X=_x)
In [ ]:
partition = {}
for i, n in enumerate(topicnet.id.tolist()):
    partition[n] = spectral_clusters[i]+1
In [ ]:
# create nx graph
lookup_pub = get_lookup_pub(2012,2017)
g_infnet6yr = nx.Graph()
# add edges:
poinf_list = get_lookup_poinf().index.tolist()
edges = lookup_pub.edges.tolist()
for e in edges:
    for (a, b) in e:
        if a in poinf_list and b in poinf_list:
            g_infnet6yr.add_edge(a, b)
In [ ]:
print(nx.info(g_infnet6yr))
In [ ]:
g_topicnet6yr_spectral = create_community_graph(partition, g_infnet6yr)
In [ ]:
_nodelist = [a for a in g_topicnet6yr_spectral if a in g_topicnet6yr]
In [ ]:
pos_infnet6yr = nx.spring_layout(g_infnet6yr)
pos_infnet6yr2 = nx.spring_layout(g_infnet6yr, pos=pos_infnet6yr)
In [ ]:
nx.draw(
    g_infnet6yr,
    pos=pos_infnet6yr2,
    node_size=30,
    node_color=artist.color_by_inst(g_infnet6yr, get_lookup_poinf()));
In [ ]:
nx.draw(
    g_topicnet6yr,
    pos=pos_infnet6yr2,
    node_size=30,
    node_color=artist.color_by_inst(g_topicnet6yr, get_lookup_poinf()));
In [ ]:
nx.draw(
    g_topicnet6yr_spectral,
#     pos=pos_infnet6yr2,
    node_size=30,
    node_color=artist.color_by_inst(g_topicnet6yr_spectral, get_lookup_poinf()));

topicnetref-6yr

created using

  1. infnet6yr
  2. tm-dblp

Deriving topicnetref-6yr

In [82]:
# Since we are using the same base, we do not need to reload it again!
# Loading the new topic model:
tm = models.LdaModel.load('../../topicModel/src/tmdblp/tm_dblp')
dict_tm = Dictionary.load(
    '../../data/data_dblp/corpora/dictionary.dblp.1997-2017')
2018-04-11 22:41:45,593 : INFO : loading LdaModel object from ../../topicModel/src/tmdblp/tm_dblp
2018-04-11 22:41:45,600 : INFO : loading expElogbeta from ../../topicModel/src/tmdblp/tm_dblp.expElogbeta.npy with mmap=None
2018-04-11 22:41:45,633 : INFO : setting ignored attribute id2word to None
2018-04-11 22:41:45,634 : INFO : setting ignored attribute dispatcher to None
2018-04-11 22:41:45,634 : INFO : setting ignored attribute state to None
2018-04-11 22:41:45,635 : INFO : loaded ../../topicModel/src/tmdblp/tm_dblp
2018-04-11 22:41:45,635 : INFO : loading LdaModel object from ../../topicModel/src/tmdblp/tm_dblp.state
2018-04-11 22:41:46,062 : INFO : loaded ../../topicModel/src/tmdblp/tm_dblp.state
2018-04-11 22:41:46,082 : INFO : loading Dictionary object from ../../data/data_dblp/corpora/dictionary.dblp.1997-2017
2018-04-11 22:41:46,125 : INFO : loaded ../../data/data_dblp/corpora/dictionary.dblp.1997-2017
In [83]:
# Generate topic probabilities for each publication using the dictionary for DBLP
tm.minimum_probability = 0.001
topicnet['topic_probs'] = topicnet.toks.apply(
    lambda a: tm.get_document_topics(dict_tm.doc2bow(a)) if len(a) else None)
In [100]:
# start from 0 to get all the probs
tm.minimum_probability = 0.00
topicnet['topic_probs'] = topicnet.toks.apply(
    lambda a: tm.get_document_topics(dict_tm.doc2bow(a)))
ls = ['-', '-.', '--', ':']
# ds = [(5,1),(5,5), (5,10), (5,20)]
marker = ['x', '^', 'd', 'p']
# try values for min probability:
f = plt.figure(figsize=(15, 5))
axes = []
xs = np.linspace(0, tm.num_topics, num=tm.num_topics)
# _xs = np.linspace(xs[0],xs[-1],300)
c = sns.color_palette(n_colors=3)
for i in range(3):
    if i == 0:
        ax = f.add_subplot(1, 3, i + 1)
    else:
        ax = f.add_subplot(1, 3, i + 1, sharey=ax)
    _probs = np.asarray([a[1] for a in topicnet.topic_probs.iloc[13 + i * 2]])

    for j, p in enumerate([0.001, 0.01, 0.1]):
        ax.hlines(
            p,
            xs[0],
            xs[-1],
            linestyles=':',
            linewidth=4,
            label='{}'.format(p),
            colors=c[j])
#         _probs[_probs <= p] = 0

#     ax.step(xs, _probs, alpha=0.7, linestyle='-', linewidth=4)

    ax.vlines(xs,[0],_probs,alpha=0.7 )
    #         ax.scatter(xs,_probs,,alpha=0.6,s=50,marker=marker[j])
    ax.set_yscale('log')
    axes.append(ax)
    ax.legend().set_visible(False)
h, l = axes[-1].get_legend_handles_labels()
axes[-1].legend(h, l, loc=0)
f.tight_layout()
In [101]:
f.savefig('IMG/try_min_probs_refdblp.png',format='png',bbox_inches='tight')
In [84]:
# Generate cosine similarity
cosim = compare_researchers(topicnet.topic_probs.tolist(), tm.num_topics)
In [85]:
# find best threshold
thresholds, edges, distances, closest_edges, best_threshold, lowest_avg_distances, best_j_dist_epoch, best_j_dist_threshold = \
find_best_threshold(adj_mat, cosim, num_iter=10000, step_size=0.001)
2018-04-11 22:42:00,560 : INFO : Number of ground_truth_edges: 361.0
2018-04-11 22:42:00,561 : INFO : binary edges: True
2018-04-11 22:42:00,571 : INFO : epoch 0: threshold: 0.001 avg_dist: 0.979 num_edges: 16799
2018-04-11 22:42:00,583 : INFO : epoch 1: threshold: 0.002 avg_dist: 0.979 num_edges: 16784
2018-04-11 22:42:00,594 : INFO : epoch 2: threshold: 0.003 avg_dist: 0.979 num_edges: 16770
2018-04-11 22:42:00,606 : INFO : epoch 3: threshold: 0.004 avg_dist: 0.978 num_edges: 16744
2018-04-11 22:42:00,618 : INFO : epoch 4: threshold: 0.005 avg_dist: 0.978 num_edges: 16710
2018-04-11 22:42:00,630 : INFO : epoch 5: threshold: 0.006 avg_dist: 0.978 num_edges: 16684
2018-04-11 22:42:00,640 : INFO : epoch 6: threshold: 0.007 avg_dist: 0.978 num_edges: 16653
2018-04-11 22:42:00,648 : INFO : epoch 7: threshold: 0.008 avg_dist: 0.978 num_edges: 16609
2018-04-11 22:42:00,656 : INFO : epoch 8: threshold: 0.009 avg_dist: 0.978 num_edges: 16557
2018-04-11 22:42:00,664 : INFO : epoch 9: threshold: 0.010 avg_dist: 0.978 num_edges: 16513
2018-04-11 22:42:00,676 : INFO : epoch 10: threshold: 0.011 avg_dist: 0.978 num_edges: 16465
2018-04-11 22:42:00,692 : INFO : epoch 11: threshold: 0.012 avg_dist: 0.978 num_edges: 16415
2018-04-11 22:42:00,702 : INFO : epoch 12: threshold: 0.013 avg_dist: 0.978 num_edges: 16351
2018-04-11 22:42:00,711 : INFO : epoch 13: threshold: 0.014 avg_dist: 0.978 num_edges: 16282
2018-04-11 22:42:00,718 : INFO : epoch 14: threshold: 0.015 avg_dist: 0.978 num_edges: 16236
2018-04-11 22:42:00,727 : INFO : epoch 15: threshold: 0.016 avg_dist: 0.978 num_edges: 16168
2018-04-11 22:42:00,735 : INFO : epoch 16: threshold: 0.017 avg_dist: 0.978 num_edges: 16113
2018-04-11 22:42:00,744 : INFO : epoch 17: threshold: 0.018 avg_dist: 0.978 num_edges: 16042
2018-04-11 22:42:00,753 : INFO : epoch 18: threshold: 0.019 avg_dist: 0.978 num_edges: 15988
2018-04-11 22:42:00,767 : INFO : epoch 19: threshold: 0.020 avg_dist: 0.977 num_edges: 15923
2018-04-11 22:42:00,776 : INFO : epoch 20: threshold: 0.021 avg_dist: 0.977 num_edges: 15855
2018-04-11 22:42:00,787 : INFO : epoch 21: threshold: 0.022 avg_dist: 0.977 num_edges: 15770
2018-04-11 22:42:00,794 : INFO : epoch 22: threshold: 0.023 avg_dist: 0.977 num_edges: 15687
2018-04-11 22:42:00,803 : INFO : epoch 23: threshold: 0.024 avg_dist: 0.977 num_edges: 15616
2018-04-11 22:42:00,810 : INFO : epoch 24: threshold: 0.025 avg_dist: 0.977 num_edges: 15522
2018-04-11 22:42:00,820 : INFO : epoch 25: threshold: 0.026 avg_dist: 0.977 num_edges: 15438
2018-04-11 22:42:00,833 : INFO : epoch 26: threshold: 0.027 avg_dist: 0.976 num_edges: 15359
2018-04-11 22:42:00,844 : INFO : epoch 27: threshold: 0.028 avg_dist: 0.976 num_edges: 15276
2018-04-11 22:42:00,852 : INFO : epoch 28: threshold: 0.029 avg_dist: 0.976 num_edges: 15190
2018-04-11 22:42:00,861 : INFO : epoch 29: threshold: 0.030 avg_dist: 0.976 num_edges: 15110
2018-04-11 22:42:00,873 : INFO : epoch 30: threshold: 0.031 avg_dist: 0.976 num_edges: 15033
2018-04-11 22:42:00,888 : INFO : epoch 31: threshold: 0.032 avg_dist: 0.976 num_edges: 14927
2018-04-11 22:42:00,901 : INFO : epoch 32: threshold: 0.033 avg_dist: 0.976 num_edges: 14830
2018-04-11 22:42:00,911 : INFO : epoch 33: threshold: 0.034 avg_dist: 0.975 num_edges: 14750
2018-04-11 22:42:00,923 : INFO : epoch 34: threshold: 0.035 avg_dist: 0.975 num_edges: 14661
2018-04-11 22:42:00,936 : INFO : epoch 35: threshold: 0.036 avg_dist: 0.975 num_edges: 14594
2018-04-11 22:42:00,943 : INFO : epoch 36: threshold: 0.037 avg_dist: 0.975 num_edges: 14510
2018-04-11 22:42:00,951 : INFO : epoch 37: threshold: 0.038 avg_dist: 0.975 num_edges: 14439
2018-04-11 22:42:00,964 : INFO : epoch 38: threshold: 0.039 avg_dist: 0.975 num_edges: 14357
2018-04-11 22:42:00,976 : INFO : epoch 39: threshold: 0.040 avg_dist: 0.974 num_edges: 14266
2018-04-11 22:42:00,984 : INFO : epoch 40: threshold: 0.041 avg_dist: 0.974 num_edges: 14166
2018-04-11 22:42:00,994 : INFO : epoch 41: threshold: 0.042 avg_dist: 0.974 num_edges: 14082
2018-04-11 22:42:01,005 : INFO : epoch 42: threshold: 0.043 avg_dist: 0.974 num_edges: 14005
2018-04-11 22:42:01,013 : INFO : epoch 43: threshold: 0.044 avg_dist: 0.974 num_edges: 13936
2018-04-11 22:42:01,024 : INFO : epoch 44: threshold: 0.045 avg_dist: 0.973 num_edges: 13854
2018-04-11 22:42:01,036 : INFO : epoch 45: threshold: 0.046 avg_dist: 0.973 num_edges: 13779
2018-04-11 22:42:01,045 : INFO : epoch 46: threshold: 0.047 avg_dist: 0.973 num_edges: 13696
2018-04-11 22:42:01,055 : INFO : epoch 47: threshold: 0.048 avg_dist: 0.973 num_edges: 13619
2018-04-11 22:42:01,063 : INFO : epoch 48: threshold: 0.049 avg_dist: 0.973 num_edges: 13537
2018-04-11 22:42:01,071 : INFO : epoch 49: threshold: 0.050 avg_dist: 0.972 num_edges: 13454
2018-04-11 22:42:01,079 : INFO : epoch 50: threshold: 0.051 avg_dist: 0.972 num_edges: 13367
2018-04-11 22:42:01,086 : INFO : epoch 51: threshold: 0.052 avg_dist: 0.972 num_edges: 13292
2018-04-11 22:42:01,095 : INFO : epoch 52: threshold: 0.053 avg_dist: 0.972 num_edges: 13186
2018-04-11 22:42:01,108 : INFO : epoch 53: threshold: 0.054 avg_dist: 0.972 num_edges: 13097
2018-04-11 22:42:01,115 : INFO : epoch 54: threshold: 0.055 avg_dist: 0.971 num_edges: 13024
2018-04-11 22:42:01,123 : INFO : epoch 55: threshold: 0.056 avg_dist: 0.971 num_edges: 12941
2018-04-11 22:42:01,136 : INFO : epoch 56: threshold: 0.057 avg_dist: 0.971 num_edges: 12878
2018-04-11 22:42:01,145 : INFO : epoch 57: threshold: 0.058 avg_dist: 0.971 num_edges: 12802
2018-04-11 22:42:01,159 : INFO : epoch 58: threshold: 0.059 avg_dist: 0.970 num_edges: 12729
2018-04-11 22:42:01,167 : INFO : epoch 59: threshold: 0.060 avg_dist: 0.970 num_edges: 12650
2018-04-11 22:42:01,175 : INFO : epoch 60: threshold: 0.061 avg_dist: 0.970 num_edges: 12564
2018-04-11 22:42:01,187 : INFO : epoch 61: threshold: 0.062 avg_dist: 0.970 num_edges: 12486
2018-04-11 22:42:01,199 : INFO : epoch 62: threshold: 0.063 avg_dist: 0.969 num_edges: 12416
2018-04-11 22:42:01,207 : INFO : epoch 63: threshold: 0.064 avg_dist: 0.969 num_edges: 12338
2018-04-11 22:42:01,216 : INFO : epoch 64: threshold: 0.065 avg_dist: 0.969 num_edges: 12256
2018-04-11 22:42:01,223 : INFO : epoch 65: threshold: 0.066 avg_dist: 0.969 num_edges: 12173
2018-04-11 22:42:01,231 : INFO : epoch 66: threshold: 0.067 avg_dist: 0.969 num_edges: 12098
2018-04-11 22:42:01,242 : INFO : epoch 67: threshold: 0.068 avg_dist: 0.968 num_edges: 12030
2018-04-11 22:42:01,250 : INFO : epoch 68: threshold: 0.069 avg_dist: 0.968 num_edges: 11962
2018-04-11 22:42:01,260 : INFO : epoch 69: threshold: 0.070 avg_dist: 0.968 num_edges: 11886
2018-04-11 22:42:01,269 : INFO : epoch 70: threshold: 0.071 avg_dist: 0.968 num_edges: 11824
2018-04-11 22:42:01,278 : INFO : epoch 71: threshold: 0.072 avg_dist: 0.967 num_edges: 11761
2018-04-11 22:42:01,290 : INFO : epoch 72: threshold: 0.073 avg_dist: 0.967 num_edges: 11694
2018-04-11 22:42:01,298 : INFO : epoch 73: threshold: 0.074 avg_dist: 0.967 num_edges: 11630
2018-04-11 22:42:01,311 : INFO : epoch 74: threshold: 0.075 avg_dist: 0.967 num_edges: 11554
2018-04-11 22:42:01,319 : INFO : epoch 75: threshold: 0.076 avg_dist: 0.967 num_edges: 11481
2018-04-11 22:42:01,334 : INFO : epoch 76: threshold: 0.077 avg_dist: 0.966 num_edges: 11417
2018-04-11 22:42:01,345 : INFO : epoch 77: threshold: 0.078 avg_dist: 0.966 num_edges: 11354
2018-04-11 22:42:01,352 : INFO : epoch 78: threshold: 0.079 avg_dist: 0.966 num_edges: 11304
2018-04-11 22:42:01,363 : INFO : epoch 79: threshold: 0.080 avg_dist: 0.966 num_edges: 11236
2018-04-11 22:42:01,371 : INFO : epoch 80: threshold: 0.081 avg_dist: 0.965 num_edges: 11184
2018-04-11 22:42:01,384 : INFO : epoch 81: threshold: 0.082 avg_dist: 0.965 num_edges: 11117
2018-04-11 22:42:01,396 : INFO : epoch 82: threshold: 0.083 avg_dist: 0.965 num_edges: 11045
2018-04-11 22:42:01,405 : INFO : epoch 83: threshold: 0.084 avg_dist: 0.965 num_edges: 10987
2018-04-11 22:42:01,415 : INFO : epoch 84: threshold: 0.085 avg_dist: 0.964 num_edges: 10933
2018-04-11 22:42:01,424 : INFO : epoch 85: threshold: 0.086 avg_dist: 0.964 num_edges: 10874
2018-04-11 22:42:01,436 : INFO : epoch 86: threshold: 0.087 avg_dist: 0.964 num_edges: 10793
2018-04-11 22:42:01,444 : INFO : epoch 87: threshold: 0.088 avg_dist: 0.964 num_edges: 10723
2018-04-11 22:42:01,452 : INFO : epoch 88: threshold: 0.089 avg_dist: 0.963 num_edges: 10660
2018-04-11 22:42:01,462 : INFO : epoch 89: threshold: 0.090 avg_dist: 0.963 num_edges: 10594
2018-04-11 22:42:01,476 : INFO : epoch 90: threshold: 0.091 avg_dist: 0.963 num_edges: 10537
2018-04-11 22:42:01,483 : INFO : epoch 91: threshold: 0.092 avg_dist: 0.963 num_edges: 10474
2018-04-11 22:42:01,496 : INFO : epoch 92: threshold: 0.093 avg_dist: 0.962 num_edges: 10411
2018-04-11 22:42:01,507 : INFO : epoch 93: threshold: 0.094 avg_dist: 0.962 num_edges: 10362
2018-04-11 22:42:01,518 : INFO : epoch 94: threshold: 0.095 avg_dist: 0.962 num_edges: 10308
2018-04-11 22:42:01,527 : INFO : epoch 95: threshold: 0.096 avg_dist: 0.962 num_edges: 10256
2018-04-11 22:42:01,535 : INFO : epoch 96: threshold: 0.097 avg_dist: 0.962 num_edges: 10186
2018-04-11 22:42:01,545 : INFO : epoch 97: threshold: 0.098 avg_dist: 0.961 num_edges: 10133
2018-04-11 22:42:01,553 : INFO : epoch 98: threshold: 0.099 avg_dist: 0.961 num_edges: 10070
2018-04-11 22:42:01,566 : INFO : epoch 99: threshold: 0.100 avg_dist: 0.961 num_edges: 10012
2018-04-11 22:42:01,576 : INFO : epoch 100: threshold: 0.101 avg_dist: 0.961 num_edges: 9955
2018-04-11 22:42:01,588 : INFO : epoch 101: threshold: 0.102 avg_dist: 0.960 num_edges: 9915
2018-04-11 22:42:01,597 : INFO : epoch 102: threshold: 0.103 avg_dist: 0.960 num_edges: 9860
2018-04-11 22:42:01,604 : INFO : epoch 103: threshold: 0.104 avg_dist: 0.960 num_edges: 9801
2018-04-11 22:42:01,614 : INFO : epoch 104: threshold: 0.105 avg_dist: 0.960 num_edges: 9757
2018-04-11 22:42:01,623 : INFO : epoch 105: threshold: 0.106 avg_dist: 0.959 num_edges: 9712
2018-04-11 22:42:01,636 : INFO : epoch 106: threshold: 0.107 avg_dist: 0.959 num_edges: 9655
2018-04-11 22:42:01,648 : INFO : epoch 107: threshold: 0.108 avg_dist: 0.959 num_edges: 9608
2018-04-11 22:42:01,656 : INFO : epoch 108: threshold: 0.109 avg_dist: 0.959 num_edges: 9561
2018-04-11 22:42:01,666 : INFO : epoch 109: threshold: 0.110 avg_dist: 0.958 num_edges: 9518
2018-04-11 22:42:01,675 : INFO : epoch 110: threshold: 0.111 avg_dist: 0.958 num_edges: 9474
2018-04-11 22:42:01,684 : INFO : epoch 111: threshold: 0.112 avg_dist: 0.958 num_edges: 9425
2018-04-11 22:42:01,694 : INFO : epoch 112: threshold: 0.113 avg_dist: 0.958 num_edges: 9367
2018-04-11 22:42:01,702 : INFO : epoch 113: threshold: 0.114 avg_dist: 0.958 num_edges: 9322
2018-04-11 22:42:01,711 : INFO : epoch 114: threshold: 0.115 avg_dist: 0.957 num_edges: 9279
2018-04-11 22:42:01,719 : INFO : epoch 115: threshold: 0.116 avg_dist: 0.957 num_edges: 9225
2018-04-11 22:42:01,727 : INFO : epoch 116: threshold: 0.117 avg_dist: 0.957 num_edges: 9187
2018-04-11 22:42:01,736 : INFO : epoch 117: threshold: 0.118 avg_dist: 0.957 num_edges: 9112
2018-04-11 22:42:01,748 : INFO : epoch 118: threshold: 0.119 avg_dist: 0.956 num_edges: 9066
2018-04-11 22:42:01,755 : INFO : epoch 119: threshold: 0.120 avg_dist: 0.956 num_edges: 9033
2018-04-11 22:42:01,765 : INFO : epoch 120: threshold: 0.121 avg_dist: 0.956 num_edges: 8991
2018-04-11 22:42:01,772 : INFO : epoch 121: threshold: 0.122 avg_dist: 0.956 num_edges: 8947
2018-04-11 22:42:01,785 : INFO : epoch 122: threshold: 0.123 avg_dist: 0.956 num_edges: 8893
2018-04-11 22:42:01,799 : INFO : epoch 123: threshold: 0.124 avg_dist: 0.955 num_edges: 8840
2018-04-11 22:42:01,808 : INFO : epoch 124: threshold: 0.125 avg_dist: 0.955 num_edges: 8802
2018-04-11 22:42:01,816 : INFO : epoch 125: threshold: 0.126 avg_dist: 0.955 num_edges: 8745
2018-04-11 22:42:01,823 : INFO : epoch 126: threshold: 0.127 avg_dist: 0.955 num_edges: 8715
2018-04-11 22:42:01,835 : INFO : epoch 127: threshold: 0.128 avg_dist: 0.954 num_edges: 8676
2018-04-11 22:42:01,842 : INFO : epoch 128: threshold: 0.129 avg_dist: 0.954 num_edges: 8629
2018-04-11 22:42:01,855 : INFO : epoch 129: threshold: 0.130 avg_dist: 0.954 num_edges: 8585
2018-04-11 22:42:01,863 : INFO : epoch 130: threshold: 0.131 avg_dist: 0.954 num_edges: 8534
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2018-04-11 22:42:06,906 : INFO : epoch 743: threshold: 0.744 avg_dist: 0.783 num_edges: 661
2018-04-11 22:42:06,913 : INFO : epoch 744: threshold: 0.745 avg_dist: 0.784 num_edges: 656
2018-04-11 22:42:06,920 : INFO : epoch 745: threshold: 0.746 avg_dist: 0.785 num_edges: 654
2018-04-11 22:42:06,928 : INFO : epoch 746: threshold: 0.747 avg_dist: 0.782 num_edges: 648
2018-04-11 22:42:06,935 : INFO : epoch 747: threshold: 0.748 avg_dist: 0.783 num_edges: 644
2018-04-11 22:42:06,942 : INFO : epoch 748: threshold: 0.749 avg_dist: 0.783 num_edges: 640
2018-04-11 22:42:06,948 : INFO : epoch 749: threshold: 0.750 avg_dist: 0.782 num_edges: 635
2018-04-11 22:42:06,955 : INFO : epoch 750: threshold: 0.751 avg_dist: 0.781 num_edges: 632
2018-04-11 22:42:06,962 : INFO : epoch 751: threshold: 0.752 avg_dist: 0.782 num_edges: 626
2018-04-11 22:42:06,969 : INFO : epoch 752: threshold: 0.753 avg_dist: 0.781 num_edges: 623
2018-04-11 22:42:06,976 : INFO : epoch 753: threshold: 0.754 avg_dist: 0.782 num_edges: 620
2018-04-11 22:42:06,985 : INFO : epoch 754: threshold: 0.755 avg_dist: 0.781 num_edges: 618
2018-04-11 22:42:06,992 : INFO : epoch 755: threshold: 0.756 avg_dist: 0.781 num_edges: 617
2018-04-11 22:42:07,000 : INFO : epoch 756: threshold: 0.757 avg_dist: 0.781 num_edges: 616
2018-04-11 22:42:07,008 : INFO : epoch 757: threshold: 0.758 avg_dist: 0.786 num_edges: 612
2018-04-11 22:42:07,016 : INFO : epoch 758: threshold: 0.759 avg_dist: 0.784 num_edges: 602
2018-04-11 22:42:07,024 : INFO : epoch 759: threshold: 0.760 avg_dist: 0.784 num_edges: 597
2018-04-11 22:42:07,033 : INFO : epoch 760: threshold: 0.761 avg_dist: 0.784 num_edges: 593
2018-04-11 22:42:07,039 : INFO : epoch 761: threshold: 0.762 avg_dist: 0.783 num_edges: 586
2018-04-11 22:42:07,047 : INFO : epoch 762: threshold: 0.763 avg_dist: 0.783 num_edges: 585
2018-04-11 22:42:07,059 : INFO : epoch 763: threshold: 0.764 avg_dist: 0.783 num_edges: 583
2018-04-11 22:42:07,074 : INFO : epoch 764: threshold: 0.765 avg_dist: 0.784 num_edges: 580
2018-04-11 22:42:07,086 : INFO : epoch 765: threshold: 0.766 avg_dist: 0.783 num_edges: 576
2018-04-11 22:42:07,093 : INFO : epoch 766: threshold: 0.767 avg_dist: 0.785 num_edges: 573
2018-04-11 22:42:07,100 : INFO : epoch 767: threshold: 0.768 avg_dist: 0.786 num_edges: 570
2018-04-11 22:42:07,111 : INFO : epoch 768: threshold: 0.769 avg_dist: 0.784 num_edges: 565
2018-04-11 22:42:07,118 : INFO : epoch 769: threshold: 0.770 avg_dist: 0.785 num_edges: 562
2018-04-11 22:42:07,125 : INFO : epoch 770: threshold: 0.771 avg_dist: 0.784 num_edges: 558
2018-04-11 22:42:07,133 : INFO : epoch 771: threshold: 0.772 avg_dist: 0.784 num_edges: 556
2018-04-11 22:42:07,140 : INFO : epoch 772: threshold: 0.773 avg_dist: 0.788 num_edges: 551
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2018-04-11 22:42:07,171 : INFO : epoch 775: threshold: 0.776 avg_dist: 0.787 num_edges: 546
2018-04-11 22:42:07,178 : INFO : epoch 776: threshold: 0.777 avg_dist: 0.786 num_edges: 543
2018-04-11 22:42:07,184 : INFO : epoch 777: threshold: 0.778 avg_dist: 0.789 num_edges: 537
2018-04-11 22:42:07,191 : INFO : epoch 778: threshold: 0.779 avg_dist: 0.789 num_edges: 534
2018-04-11 22:42:07,199 : INFO : epoch 779: threshold: 0.780 avg_dist: 0.788 num_edges: 526
2018-04-11 22:42:07,205 : INFO : epoch 780: threshold: 0.781 avg_dist: 0.789 num_edges: 521
2018-04-11 22:42:07,214 : INFO : epoch 781: threshold: 0.782 avg_dist: 0.788 num_edges: 518
2018-04-11 22:42:07,220 : INFO : epoch 782: threshold: 0.783 avg_dist: 0.788 num_edges: 517
2018-04-11 22:42:07,227 : INFO : epoch 783: threshold: 0.784 avg_dist: 0.789 num_edges: 513
2018-04-11 22:42:07,234 : INFO : epoch 784: threshold: 0.785 avg_dist: 0.788 num_edges: 509
2018-04-11 22:42:07,242 : INFO : epoch 785: threshold: 0.786 avg_dist: 0.790 num_edges: 502
2018-04-11 22:42:07,253 : INFO : epoch 786: threshold: 0.787 avg_dist: 0.796 num_edges: 498
2018-04-11 22:42:07,260 : INFO : epoch 787: threshold: 0.788 avg_dist: 0.798 num_edges: 492
2018-04-11 22:42:07,267 : INFO : epoch 788: threshold: 0.789 avg_dist: 0.790 num_edges: 487
2018-04-11 22:42:07,273 : INFO : epoch 789: threshold: 0.790 avg_dist: 0.786 num_edges: 484
2018-04-11 22:42:07,280 : INFO : epoch 790: threshold: 0.791 avg_dist: 0.794 num_edges: 481
2018-04-11 22:42:07,288 : INFO : epoch 791: threshold: 0.792 avg_dist: 0.794 num_edges: 479
2018-04-11 22:42:07,296 : INFO : epoch 792: threshold: 0.793 avg_dist: 0.794 num_edges: 474
2018-04-11 22:42:07,307 : INFO : epoch 793: threshold: 0.794 avg_dist: 0.793 num_edges: 472
2018-04-11 22:42:07,314 : INFO : epoch 794: threshold: 0.795 avg_dist: 0.793 num_edges: 468
2018-04-11 22:42:07,321 : INFO : epoch 795: threshold: 0.796 avg_dist: 0.793 num_edges: 465
2018-04-11 22:42:07,328 : INFO : epoch 796: threshold: 0.797 avg_dist: 0.793 num_edges: 460
2018-04-11 22:42:07,335 : INFO : epoch 797: threshold: 0.798 avg_dist: 0.793 num_edges: 453
2018-04-11 22:42:07,341 : INFO : epoch 798: threshold: 0.799 avg_dist: 0.792 num_edges: 450
2018-04-11 22:42:07,350 : INFO : epoch 799: threshold: 0.800 avg_dist: 0.792 num_edges: 446
2018-04-11 22:42:07,357 : INFO : epoch 800: threshold: 0.801 avg_dist: 0.792 num_edges: 445
2018-04-11 22:42:07,364 : INFO : epoch 801: threshold: 0.802 avg_dist: 0.792 num_edges: 444
2018-04-11 22:42:07,371 : INFO : epoch 802: threshold: 0.803 avg_dist: 0.791 num_edges: 442
2018-04-11 22:42:07,384 : INFO : epoch 803: threshold: 0.804 avg_dist: 0.791 num_edges: 440
2018-04-11 22:42:07,392 : INFO : epoch 804: threshold: 0.805 avg_dist: 0.795 num_edges: 437
2018-04-11 22:42:07,402 : INFO : epoch 805: threshold: 0.806 avg_dist: 0.795 num_edges: 434
2018-04-11 22:42:07,410 : INFO : epoch 806: threshold: 0.807 avg_dist: 0.799 num_edges: 429
2018-04-11 22:42:07,417 : INFO : epoch 807: threshold: 0.808 avg_dist: 0.798 num_edges: 428
2018-04-11 22:42:07,425 : INFO : epoch 808: threshold: 0.809 avg_dist: 0.800 num_edges: 424
2018-04-11 22:42:07,432 : INFO : epoch 809: threshold: 0.810 avg_dist: 0.800 num_edges: 422
2018-04-11 22:42:07,439 : INFO : epoch 810: threshold: 0.811 avg_dist: 0.800 num_edges: 417
2018-04-11 22:42:07,447 : INFO : epoch 811: threshold: 0.812 avg_dist: 0.805 num_edges: 415
2018-04-11 22:42:07,455 : INFO : epoch 812: threshold: 0.813 avg_dist: 0.806 num_edges: 412
2018-04-11 22:42:07,462 : INFO : epoch 813: threshold: 0.814 avg_dist: 0.805 num_edges: 410
2018-04-11 22:42:07,468 : INFO : epoch 814: threshold: 0.815 avg_dist: 0.810 num_edges: 406
2018-04-11 22:42:07,479 : INFO : epoch 815: threshold: 0.816 avg_dist: 0.809 num_edges: 405
2018-04-11 22:42:07,486 : INFO : epoch 816: threshold: 0.817 avg_dist: 0.809 num_edges: 403
2018-04-11 22:42:07,495 : INFO : epoch 817: threshold: 0.818 avg_dist: 0.810 num_edges: 399
2018-04-11 22:42:07,501 : INFO : epoch 818: threshold: 0.819 avg_dist: 0.809 num_edges: 398
2018-04-11 22:42:07,509 : INFO : epoch 819: threshold: 0.820 avg_dist: 0.811 num_edges: 393
2018-04-11 22:42:07,517 : INFO : epoch 820: threshold: 0.821 avg_dist: 0.810 num_edges: 392
2018-04-11 22:42:07,525 : INFO : epoch 821: threshold: 0.822 avg_dist: 0.809 num_edges: 386
2018-04-11 22:42:07,535 : INFO : epoch 822: threshold: 0.823 avg_dist: 0.809 num_edges: 384
2018-04-11 22:42:07,542 : INFO : epoch 823: threshold: 0.824 avg_dist: 0.811 num_edges: 379
2018-04-11 22:42:07,549 : INFO : epoch 824: threshold: 0.825 avg_dist: 0.811 num_edges: 379
2018-04-11 22:42:07,558 : INFO : epoch 825: threshold: 0.826 avg_dist: 0.812 num_edges: 376
2018-04-11 22:42:07,565 : INFO : epoch 826: threshold: 0.827 avg_dist: 0.812 num_edges: 374
2018-04-11 22:42:07,571 : INFO : epoch 827: threshold: 0.828 avg_dist: 0.811 num_edges: 373
2018-04-11 22:42:07,579 : INFO : epoch 828: threshold: 0.829 avg_dist: 0.810 num_edges: 371
2018-04-11 22:42:07,586 : INFO : epoch 829: threshold: 0.830 avg_dist: 0.810 num_edges: 366
2018-04-11 22:42:07,593 : INFO : epoch 830: threshold: 0.831 avg_dist: 0.812 num_edges: 362
2018-04-11 22:42:07,600 : INFO : epoch 831: threshold: 0.832 avg_dist: 0.809 num_edges: 361
2018-04-11 22:42:07,607 : INFO : epoch 832: threshold: 0.833 avg_dist: 0.811 num_edges: 355
2018-04-11 22:42:07,615 : INFO : epoch 833: threshold: 0.834 avg_dist: 0.810 num_edges: 352
2018-04-11 22:42:07,625 : INFO : epoch 834: threshold: 0.835 avg_dist: 0.814 num_edges: 345
2018-04-11 22:42:07,632 : INFO : epoch 835: threshold: 0.836 avg_dist: 0.813 num_edges: 342
2018-04-11 22:42:07,640 : INFO : epoch 836: threshold: 0.837 avg_dist: 0.816 num_edges: 339
2018-04-11 22:42:07,647 : INFO : epoch 837: threshold: 0.838 avg_dist: 0.815 num_edges: 338
2018-04-11 22:42:07,659 : INFO : epoch 838: threshold: 0.839 avg_dist: 0.815 num_edges: 332
2018-04-11 22:42:07,668 : INFO : epoch 839: threshold: 0.840 avg_dist: 0.815 num_edges: 332
2018-04-11 22:42:07,679 : INFO : epoch 840: threshold: 0.841 avg_dist: 0.814 num_edges: 329
2018-04-11 22:42:07,688 : INFO : epoch 841: threshold: 0.842 avg_dist: 0.814 num_edges: 326
2018-04-11 22:42:07,696 : INFO : epoch 842: threshold: 0.843 avg_dist: 0.815 num_edges: 321
2018-04-11 22:42:07,704 : INFO : epoch 843: threshold: 0.844 avg_dist: 0.815 num_edges: 320
2018-04-11 22:42:07,711 : INFO : epoch 844: threshold: 0.845 avg_dist: 0.815 num_edges: 316
2018-04-11 22:42:07,717 : INFO : epoch 845: threshold: 0.846 avg_dist: 0.815 num_edges: 309
2018-04-11 22:42:07,727 : INFO : epoch 846: threshold: 0.847 avg_dist: 0.815 num_edges: 307
2018-04-11 22:42:07,734 : INFO : epoch 847: threshold: 0.848 avg_dist: 0.816 num_edges: 303
2018-04-11 22:42:07,742 : INFO : epoch 848: threshold: 0.849 avg_dist: 0.815 num_edges: 301
2018-04-11 22:42:07,749 : INFO : epoch 849: threshold: 0.850 avg_dist: 0.812 num_edges: 297
2018-04-11 22:42:07,756 : INFO : epoch 850: threshold: 0.851 avg_dist: 0.813 num_edges: 294
2018-04-11 22:42:07,763 : INFO : epoch 851: threshold: 0.852 avg_dist: 0.813 num_edges: 294
2018-04-11 22:42:07,772 : INFO : epoch 852: threshold: 0.853 avg_dist: 0.813 num_edges: 292
2018-04-11 22:42:07,780 : INFO : epoch 853: threshold: 0.854 avg_dist: 0.812 num_edges: 290
2018-04-11 22:42:07,789 : INFO : epoch 854: threshold: 0.855 avg_dist: 0.812 num_edges: 288
2018-04-11 22:42:07,796 : INFO : epoch 855: threshold: 0.856 avg_dist: 0.811 num_edges: 285
2018-04-11 22:42:07,804 : INFO : epoch 856: threshold: 0.857 avg_dist: 0.816 num_edges: 282
2018-04-11 22:42:07,812 : INFO : epoch 857: threshold: 0.858 avg_dist: 0.818 num_edges: 279
2018-04-11 22:42:07,820 : INFO : epoch 858: threshold: 0.859 avg_dist: 0.815 num_edges: 278
2018-04-11 22:42:07,833 : INFO : epoch 859: threshold: 0.860 avg_dist: 0.813 num_edges: 272
2018-04-11 22:42:07,840 : INFO : epoch 860: threshold: 0.861 avg_dist: 0.813 num_edges: 270
2018-04-11 22:42:07,847 : INFO : epoch 861: threshold: 0.862 avg_dist: 0.813 num_edges: 269
2018-04-11 22:42:07,853 : INFO : epoch 862: threshold: 0.863 avg_dist: 0.815 num_edges: 266
2018-04-11 22:42:07,860 : INFO : epoch 863: threshold: 0.864 avg_dist: 0.816 num_edges: 265
2018-04-11 22:42:07,866 : INFO : epoch 864: threshold: 0.865 avg_dist: 0.815 num_edges: 262
2018-04-11 22:42:07,874 : INFO : epoch 865: threshold: 0.866 avg_dist: 0.813 num_edges: 260
2018-04-11 22:42:07,884 : INFO : epoch 866: threshold: 0.867 avg_dist: 0.814 num_edges: 254
2018-04-11 22:42:07,891 : INFO : epoch 867: threshold: 0.868 avg_dist: 0.814 num_edges: 254
2018-04-11 22:42:07,898 : INFO : epoch 868: threshold: 0.869 avg_dist: 0.823 num_edges: 250
2018-04-11 22:42:07,905 : INFO : epoch 869: threshold: 0.870 avg_dist: 0.822 num_edges: 248
2018-04-11 22:42:07,911 : INFO : epoch 870: threshold: 0.871 avg_dist: 0.822 num_edges: 245
2018-04-11 22:42:07,918 : INFO : epoch 871: threshold: 0.872 avg_dist: 0.822 num_edges: 243
2018-04-11 22:42:07,926 : INFO : epoch 872: threshold: 0.873 avg_dist: 0.823 num_edges: 242
2018-04-11 22:42:07,934 : INFO : epoch 873: threshold: 0.874 avg_dist: 0.844 num_edges: 238
2018-04-11 22:42:07,941 : INFO : epoch 874: threshold: 0.875 avg_dist: 0.843 num_edges: 229
2018-04-11 22:42:07,948 : INFO : epoch 875: threshold: 0.876 avg_dist: 0.845 num_edges: 227
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2018-04-11 22:42:07,961 : INFO : epoch 877: threshold: 0.878 avg_dist: 0.844 num_edges: 221
2018-04-11 22:42:07,973 : INFO : epoch 878: threshold: 0.879 avg_dist: 0.844 num_edges: 218
2018-04-11 22:42:07,985 : INFO : epoch 879: threshold: 0.880 avg_dist: 0.844 num_edges: 218
2018-04-11 22:42:07,992 : INFO : epoch 880: threshold: 0.881 avg_dist: 0.846 num_edges: 214
2018-04-11 22:42:07,998 : INFO : epoch 881: threshold: 0.882 avg_dist: 0.845 num_edges: 213
2018-04-11 22:42:08,005 : INFO : epoch 882: threshold: 0.883 avg_dist: 0.849 num_edges: 210
2018-04-11 22:42:08,013 : INFO : epoch 883: threshold: 0.884 avg_dist: 0.849 num_edges: 210
2018-04-11 22:42:08,024 : INFO : epoch 884: threshold: 0.885 avg_dist: 0.851 num_edges: 208
2018-04-11 22:42:08,031 : INFO : epoch 885: threshold: 0.886 avg_dist: 0.854 num_edges: 206
2018-04-11 22:42:08,039 : INFO : epoch 886: threshold: 0.887 avg_dist: 0.854 num_edges: 206
2018-04-11 22:42:08,046 : INFO : epoch 887: threshold: 0.888 avg_dist: 0.854 num_edges: 205
2018-04-11 22:42:08,056 : INFO : epoch 888: threshold: 0.889 avg_dist: 0.853 num_edges: 203
2018-04-11 22:42:08,063 : INFO : epoch 889: threshold: 0.890 avg_dist: 0.852 num_edges: 201
2018-04-11 22:42:08,073 : INFO : epoch 890: threshold: 0.891 avg_dist: 0.853 num_edges: 200
2018-04-11 22:42:08,085 : INFO : epoch 891: threshold: 0.892 avg_dist: 0.853 num_edges: 196
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2018-04-11 22:42:08,123 : INFO : epoch 896: threshold: 0.897 avg_dist: 0.862 num_edges: 184
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2018-04-11 22:42:08,153 : INFO : epoch 900: threshold: 0.901 avg_dist: 0.869 num_edges: 175
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2018-04-11 22:42:08,211 : INFO : epoch 907: threshold: 0.908 avg_dist: 0.869 num_edges: 161
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2018-04-11 22:42:08,227 : INFO : epoch 909: threshold: 0.910 avg_dist: 0.868 num_edges: 159
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2018-04-11 22:42:08,244 : INFO : epoch 911: threshold: 0.912 avg_dist: 0.870 num_edges: 155
2018-04-11 22:42:08,256 : INFO : epoch 912: threshold: 0.913 avg_dist: 0.870 num_edges: 152
2018-04-11 22:42:08,266 : INFO : epoch 913: threshold: 0.914 avg_dist: 0.872 num_edges: 146
2018-04-11 22:42:08,273 : INFO : epoch 914: threshold: 0.915 avg_dist: 0.874 num_edges: 142
2018-04-11 22:42:08,284 : INFO : epoch 915: threshold: 0.916 avg_dist: 0.877 num_edges: 138
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2018-04-11 22:42:08,350 : INFO : epoch 922: threshold: 0.923 avg_dist: 0.883 num_edges: 123
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2018-04-11 22:42:08,385 : INFO : epoch 926: threshold: 0.927 avg_dist: 0.883 num_edges: 117
2018-04-11 22:42:08,392 : INFO : epoch 927: threshold: 0.928 avg_dist: 0.882 num_edges: 115
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2018-04-11 22:42:08,414 : INFO : epoch 930: threshold: 0.931 avg_dist: 0.884 num_edges: 109
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2018-04-11 22:42:08,553 : INFO : epoch 944: threshold: 0.945 avg_dist: 0.924 num_edges: 76
2018-04-11 22:42:08,564 : INFO : epoch 945: threshold: 0.946 avg_dist: 0.923 num_edges: 74
2018-04-11 22:42:08,575 : INFO : epoch 946: threshold: 0.947 avg_dist: 0.925 num_edges: 71
2018-04-11 22:42:08,585 : INFO : epoch 947: threshold: 0.948 avg_dist: 0.926 num_edges: 68
2018-04-11 22:42:08,595 : INFO : epoch 948: threshold: 0.949 avg_dist: 0.929 num_edges: 66
2018-04-11 22:42:08,603 : INFO : epoch 949: threshold: 0.950 avg_dist: 0.928 num_edges: 65
2018-04-11 22:42:08,612 : INFO : epoch 950: threshold: 0.951 avg_dist: 0.931 num_edges: 64
2018-04-11 22:42:08,623 : INFO : epoch 951: threshold: 0.952 avg_dist: 0.934 num_edges: 63
2018-04-11 22:42:08,635 : INFO : epoch 952: threshold: 0.953 avg_dist: 0.934 num_edges: 63
2018-04-11 22:42:08,647 : INFO : epoch 953: threshold: 0.954 avg_dist: 0.935 num_edges: 61
2018-04-11 22:42:08,658 : INFO : epoch 954: threshold: 0.955 avg_dist: 0.936 num_edges: 58
2018-04-11 22:42:08,671 : INFO : epoch 955: threshold: 0.956 avg_dist: 0.938 num_edges: 54
2018-04-11 22:42:08,684 : INFO : epoch 956: threshold: 0.957 avg_dist: 0.938 num_edges: 54
2018-04-11 22:42:08,691 : INFO : epoch 957: threshold: 0.958 avg_dist: 0.945 num_edges: 48
2018-04-11 22:42:08,701 : INFO : epoch 958: threshold: 0.959 avg_dist: 0.944 num_edges: 47
2018-04-11 22:42:08,710 : INFO : epoch 959: threshold: 0.960 avg_dist: 0.950 num_edges: 44
2018-04-11 22:42:08,718 : INFO : epoch 960: threshold: 0.961 avg_dist: 0.949 num_edges: 43
2018-04-11 22:42:08,727 : INFO : epoch 961: threshold: 0.962 avg_dist: 0.951 num_edges: 40
2018-04-11 22:42:08,734 : INFO : epoch 962: threshold: 0.963 avg_dist: 0.951 num_edges: 40
2018-04-11 22:42:08,741 : INFO : epoch 963: threshold: 0.964 avg_dist: 0.952 num_edges: 38
2018-04-11 22:42:08,750 : INFO : epoch 964: threshold: 0.965 avg_dist: 0.955 num_edges: 36
2018-04-11 22:42:08,759 : INFO : epoch 965: threshold: 0.966 avg_dist: 0.956 num_edges: 31
2018-04-11 22:42:08,766 : INFO : epoch 966: threshold: 0.967 avg_dist: 0.956 num_edges: 31
2018-04-11 22:42:08,779 : INFO : epoch 967: threshold: 0.968 avg_dist: 0.956 num_edges: 31
2018-04-11 22:42:08,794 : INFO : epoch 968: threshold: 0.969 avg_dist: 0.956 num_edges: 31
2018-04-11 22:42:08,805 : INFO : epoch 969: threshold: 0.970 avg_dist: 0.956 num_edges: 30
2018-04-11 22:42:08,815 : INFO : epoch 970: threshold: 0.971 avg_dist: 0.955 num_edges: 29
2018-04-11 22:42:08,822 : INFO : epoch 971: threshold: 0.972 avg_dist: 0.955 num_edges: 29
2018-04-11 22:42:08,830 : INFO : epoch 972: threshold: 0.973 avg_dist: 0.955 num_edges: 28
2018-04-11 22:42:08,838 : INFO : epoch 973: threshold: 0.974 avg_dist: 0.955 num_edges: 28
2018-04-11 22:42:08,845 : INFO : epoch 974: threshold: 0.975 avg_dist: 0.954 num_edges: 26
2018-04-11 22:42:08,852 : INFO : epoch 975: threshold: 0.976 avg_dist: 0.961 num_edges: 24
2018-04-11 22:42:08,863 : INFO : epoch 976: threshold: 0.977 avg_dist: 0.963 num_edges: 21
2018-04-11 22:42:08,869 : INFO : epoch 977: threshold: 0.978 avg_dist: 0.963 num_edges: 20
2018-04-11 22:42:08,876 : INFO : epoch 978: threshold: 0.979 avg_dist: 0.965 num_edges: 19
2018-04-11 22:42:08,885 : INFO : epoch 979: threshold: 0.980 avg_dist: 0.968 num_edges: 17
2018-04-11 22:42:08,894 : INFO : epoch 980: threshold: 0.981 avg_dist: 0.968 num_edges: 17
2018-04-11 22:42:08,904 : INFO : epoch 981: threshold: 0.982 avg_dist: 0.970 num_edges: 16
2018-04-11 22:42:08,916 : INFO : epoch 982: threshold: 0.983 avg_dist: 0.976 num_edges: 15
2018-04-11 22:42:08,928 : INFO : epoch 983: threshold: 0.984 avg_dist: 0.981 num_edges: 12
2018-04-11 22:42:08,935 : INFO : epoch 984: threshold: 0.985 avg_dist: 0.981 num_edges: 12
2018-04-11 22:42:08,943 : INFO : epoch 985: threshold: 0.986 avg_dist: 0.981 num_edges: 12
2018-04-11 22:42:08,954 : INFO : epoch 986: threshold: 0.987 avg_dist: 0.982 num_edges: 10
2018-04-11 22:42:08,967 : INFO : epoch 987: threshold: 0.988 avg_dist: 0.986 num_edges: 8
2018-04-11 22:42:08,980 : INFO : epoch 988: threshold: 0.989 avg_dist: 0.988 num_edges: 7
2018-04-11 22:42:08,992 : INFO : epoch 989: threshold: 0.990 avg_dist: 0.990 num_edges: 5
2018-04-11 22:42:09,001 : INFO : epoch 990: threshold: 0.991 avg_dist: 0.990 num_edges: 5
2018-04-11 22:42:09,013 : INFO : epoch 991: threshold: 0.992 avg_dist: 0.990 num_edges: 5
2018-04-11 22:42:09,020 : INFO : epoch 992: threshold: 0.993 avg_dist: 0.991 num_edges: 4
2018-04-11 22:42:09,028 : INFO : epoch 993: threshold: 0.994 avg_dist: 0.992 num_edges: 3
2018-04-11 22:42:09,035 : INFO : epoch 994: threshold: 0.995 avg_dist: 0.995 num_edges: 1
2018-04-11 22:42:09,042 : INFO : epoch 995: threshold: 0.996 avg_dist: 0.995 num_edges: 1
2018-04-11 22:42:09,050 : INFO : epoch 996: threshold: 0.997 avg_dist: 0.995 num_edges: 1
2018-04-11 22:42:09,057 : INFO : epoch 997: threshold: 0.998 avg_dist: 0.995 num_edges: 1
2018-04-11 22:42:09,064 : INFO : epoch 998: threshold: 0.999 avg_dist: 0.995 num_edges: 1
threshold: 0.832 dist 0.769098 (675, 0.676) edges 361/361.0 (831)

threshold: 0.832 dist 0.767666 (672, 0.673) edges 361/360.0 (831)

In [86]:
# Set the edges:
topicnet_adj_mat = set_edges(cosim, 0.832, binary=True)
topicnet_adj_mat.dump('./res/topicnetref6yr_adjmat.pkl')
2018-04-11 22:42:10,149 : INFO : dimension: 184, 184

Visualise

Thresholding:

In [87]:
f = threshold_plot(thresholds, distances, edges, best_threshold, closest_edges,
                   best_j_dist_threshold, lowest_avg_distances,
                   np.sum(adj_mat) // 2, cosim)
In [ ]:
f.savefig(
    './IMG/topicnetref6yr_thresholding.png', format='png', bbox_inches='tight')

As series of matrices:

In [88]:
# ORIGINAL COLALB NET
f1 = plt.figure(figsize=(8, 8))
ax1 = f1.add_subplot(111)
ax1.axis('off')
sns.heatmap(adj_mat, cbar=False, square=True)
# ax1.set_title('infnet6yr\n(#Edges={})'.format(int(np.sum(adj_mat) // 2)))

# COSIM
f2 = plt.figure(figsize=(8, 8))
ax2 = f2.add_subplot(111)
ax2.axis('off')
sns.heatmap(
    cosim,
    cbar=False,
    square=True,
    ax=ax2,
    vmax=1,
    vmin=0,
    robust=True,
    cmap='gnuplot2')
# ax2.set_title('Cosine similairty\nbetween researchers')

# FINAL :
f3 = plt.figure(figsize=(8, 8))
ax3 = f3.add_subplot(111)
ax3.axis('off')
sns.heatmap(topicnet_adj_mat, cbar=False, square=True, ax=ax3)
# ax3.set_title('topicnet6yr\n($\epsilon$={:.3f}, #Edges={})'.format(
#     best_threshold,
#     int(np.sum(topicnet_adj_mat) // 2)))
Out[88]:
<matplotlib.axes._subplots.AxesSubplot at 0x7fd03ef81e48>
In [155]:
f3.savefig('./IMG/topicnetref6yr_adjmats_topicnet.png')

As networks:

In [89]:
g_topicnetref6yr = adj_mat_to_graph(topicnet_adj_mat, collabnet.id.tolist())
In [90]:
print(nx.info(g_topicnetref6yr))
Name: 
Type: Graph
Number of nodes: 119
Number of edges: 361
Average degree:   6.0672
In [91]:
artist.draw_default_layout(
    g_topicnetref6yr,
    lookup_poinf=get_lookup_poinf(),
    file_prefix='topicnetref6yr',
    SAVE_GRAPHS=True)
2018-04-11 22:42:25,071 : INFO : SAVE_GRAPHS: True
In [92]:
artist.draw_circular_layout(
    g_topicnetref6yr,
    get_lookup_poinf(),
    file_prefix='topicnetref6yr',
    SAVE_GRAPHS=True)
2018-04-11 22:42:28,733 : INFO : SAVE_GRAPHS: True
In [93]:
pos = nx.spring_layout(g_topicnetref6yr,iterations=70, scale=3)
In [97]:
# Visualise with topic label
partition_dict = {}
topicnet['list_tm'] = topicnet.topic_probs.apply(lambda x: to_list(x, 100))

n = 0
for i, nodes in enumerate(nx.connected_components(g_topicnetref6yr)):

    n += len(nodes)
    a = topicnet[topicnet.id.isin(nodes)].list_tm.tolist()
    topic_dist = np.mean(a, axis=0)
    partition_dict[i] = {
        'nodes': nodes,
        'topic_dist': topic_dist,
        'most_probable_topic': np.argmax(topic_dist)
    }

# dblp_ = [(40 ,'Computer Networks'),
# (80 ,'??'),
# (76 ,'Computer architecture'),
# (64 ,'Linear Algebra'),
# (96 ,'IRR'),
# (43 ,'Transportation' ),
# (69 ,'OOP'),
# (71 ,'Formal Language'),
# (95 ,'Computer System'),
# (8 ,'IOT'),
# (36  ,'Speech Processing'),
# (73 ,'Genes'),
# (15 ,'Signal Processing'),
# (6, 'Computer Networks'),
# (57 ,'??'),
# (5 ,'Machine Learning'),
# (2, 'Management'),
# (23, 'Graph Theory'),
# (17, 'Control Theory'),
# (52, 'SVM'),
# (59, 'Neural Networks'),
# (1 ,'Algorithm')]
dblp_ = [(80, 'Parallel systems'),
(76, 'Project management'),
(64, 'Bioinformatics'),
(96, 'Cryptography'),
(59, 'IOT'),
(52, '??'),
(69, 'AI'),
(17, 'Social Media'),
(95, 'NLP'),
(8, 'Education (?)'),
(40, 'Logic'),
(36, 'Web (?)'),
(71, 'Probability'),
(23, 'Neural Network'),
(5, 'Modelling'),
(2, 'Agent Based System')
]

TOPIC_DICT = dict((a,b) for a,b in dblp_)

f = plt.figure(figsize=(15, 10))
ax = f.add_subplot(111)
nx.draw(
    g_topicnetref6yr,
    pos=pos,
    ax=ax,
    node_size=50,
    alpha=.9,
    node_color=artist.color_by_inst(g_topicnetref6yr, get_lookup_poinf()))

for _, node_dict in list(partition_dict.items()):
    # calculate average position:
    pos_x, pos_y = 0, 0
    for node in node_dict['nodes']:
        pos_x += pos[node][0]
        pos_y += pos[node][1]
    pos_x /= len(node_dict['nodes'])
    pos_y /= len(node_dict['nodes'])
    topic_num = node_dict['most_probable_topic']
    ax.text(
        pos_x-.07,
        pos_y + .2,
        "{}-{}".format(topic_num + 1, TOPIC_DICT[topic_num]),
        withdash=True,
        size=17,
        weight='bold')
    print((node_dict['most_probable_topic']))

artist.add_inst_labels(ax)
ax.legend(
#     loc=0,
    loc='upper center',
    bbox_to_anchor=(.6, 1.1),
    ncol=3,
    title='institutes',
    fontsize=10,
    fancybox=True,
    shadow=False)
f.tight_layout()
80
76
64
96
59
69
17
95
8
40
8
36
71
23
52
96
5
2
In [ ]:
f.savefig('IMG/topicnet6yrref_w_topic.pdf',format='pdf',bbox_inches='tight')

Descriptive Statistics

In [98]:
gccs = generateGCC(g_topicnetref6yr)
component 1: 37.82%
component 2: 13.45%
component 3: 10.08%
component 4: 9.24%
component 5: 3.36%
component 6: 2.52%
component 7: 2.52%
component 8: 2.52%
component 9: 2.52%
component 10: 2.52%
component 11: 1.68%
component 12: 1.68%
component 13: 1.68%
component 14: 1.68%
component 15: 1.68%
component 16: 1.68%
component 17: 1.68%
component 18: 1.68%
In [99]:
nx.average_clustering(g_topicnet6yr,count_zeros=False)
Out[99]:
0.7846849412269972
In [100]:
np.mean([a for a in c_coeff.values() if a>0])
Out[100]:
0.8174458366359774
In [101]:
c_coeff , avg = clustering_coeff(g_topicnetref6yr)
print(avg)
print(nx.transitivity(g_topicnetref6yr))
0.5336909101780699
0.7741935483870968
In [102]:
nx.degree_histogram(g_topicnetref6yr)
Out[102]:
[0, 32, 16, 6, 7, 7, 9, 4, 13, 4, 2, 1, 0, 1, 0, 0, 3, 1, 7, 4, 1, 0, 0, 0, 1]

topicnetref-6yr-w

created using

  1. infnet6yr-w
  2. tm-dblp

Deriving topicnetref-6yr-w

In [103]:
# load collab net infnet6yrw
collabnet = pd.read_csv(
    '../../data/data_schoolofinf/poinf_collabgraph_2012-2017_weighted.txt',sep='\n',names=['id'])
adj_mat = np.load(
    '../../data/data_schoolofinf/mat/infnet6yrs-weighted-adj-mat.order6yr.pkl')
In [104]:
# nothing to work on for topicmodel since it is the same topic model...
# Calculate cosine similairty:
cosim = compare_researchers(topicnet.topic_probs.tolist(), tm.num_topics)
In [105]:
# find the best threshold:
thresholds, edges, distances, closest_edges, best_threshold, lowest_avg_distances, best_j_dist_epoch, best_j_dist_threshold = \
find_best_threshold(adj_mat, cosim, num_iter=10000, step_size=0.001,binary_edges=False)
2018-04-11 22:44:12,274 : INFO : min weight: 0.00101010101010101
2018-04-11 22:44:12,275 : INFO : Number of ground_truth_edges: 361
2018-04-11 22:44:12,275 : INFO : binary edges: False
2018-04-11 22:44:12,288 : INFO : epoch 0: threshold: 0.001 avg_dist: 0.999 num_edges: 16799
2018-04-11 22:44:12,295 : INFO : epoch 1: threshold: 0.002 avg_dist: 0.999 num_edges: 16784
2018-04-11 22:44:12,301 : INFO : epoch 2: threshold: 0.003 avg_dist: 0.999 num_edges: 16770
2018-04-11 22:44:12,308 : INFO : epoch 3: threshold: 0.004 avg_dist: 0.999 num_edges: 16744
2018-04-11 22:44:12,315 : INFO : epoch 4: threshold: 0.005 avg_dist: 0.999 num_edges: 16710
2018-04-11 22:44:12,324 : INFO : epoch 5: threshold: 0.006 avg_dist: 0.999 num_edges: 16684
2018-04-11 22:44:12,331 : INFO : epoch 6: threshold: 0.007 avg_dist: 0.999 num_edges: 16653
2018-04-11 22:44:12,344 : INFO : epoch 7: threshold: 0.008 avg_dist: 0.999 num_edges: 16609
2018-04-11 22:44:12,356 : INFO : epoch 8: threshold: 0.009 avg_dist: 0.999 num_edges: 16557
2018-04-11 22:44:12,364 : INFO : epoch 9: threshold: 0.010 avg_dist: 0.999 num_edges: 16513
2018-04-11 22:44:12,372 : INFO : epoch 10: threshold: 0.011 avg_dist: 0.999 num_edges: 16465
2018-04-11 22:44:12,380 : INFO : epoch 11: threshold: 0.012 avg_dist: 0.999 num_edges: 16415
2018-04-11 22:44:12,389 : INFO : epoch 12: threshold: 0.013 avg_dist: 0.999 num_edges: 16351
2018-04-11 22:44:12,397 : INFO : epoch 13: threshold: 0.014 avg_dist: 0.999 num_edges: 16282
2018-04-11 22:44:12,407 : INFO : epoch 14: threshold: 0.015 avg_dist: 0.999 num_edges: 16236
2018-04-11 22:44:12,415 : INFO : epoch 15: threshold: 0.016 avg_dist: 0.999 num_edges: 16168
2018-04-11 22:44:12,424 : INFO : epoch 16: threshold: 0.017 avg_dist: 0.999 num_edges: 16113
2018-04-11 22:44:12,433 : INFO : epoch 17: threshold: 0.018 avg_dist: 0.999 num_edges: 16042
2018-04-11 22:44:12,441 : INFO : epoch 18: threshold: 0.019 avg_dist: 0.999 num_edges: 15988
2018-04-11 22:44:12,449 : INFO : epoch 19: threshold: 0.020 avg_dist: 0.999 num_edges: 15923
2018-04-11 22:44:12,460 : INFO : epoch 20: threshold: 0.021 avg_dist: 0.999 num_edges: 15855
2018-04-11 22:44:12,468 : INFO : epoch 21: threshold: 0.022 avg_dist: 0.999 num_edges: 15770
2018-04-11 22:44:12,480 : INFO : epoch 22: threshold: 0.023 avg_dist: 0.999 num_edges: 15687
2018-04-11 22:44:12,493 : INFO : epoch 23: threshold: 0.024 avg_dist: 0.999 num_edges: 15616
2018-04-11 22:44:12,500 : INFO : epoch 24: threshold: 0.025 avg_dist: 0.999 num_edges: 15522
2018-04-11 22:44:12,510 : INFO : epoch 25: threshold: 0.026 avg_dist: 0.999 num_edges: 15438
2018-04-11 22:44:12,523 : INFO : epoch 26: threshold: 0.027 avg_dist: 0.999 num_edges: 15359
2018-04-11 22:44:12,531 : INFO : epoch 27: threshold: 0.028 avg_dist: 0.999 num_edges: 15276
2018-04-11 22:44:12,540 : INFO : epoch 28: threshold: 0.029 avg_dist: 0.999 num_edges: 15190
2018-04-11 22:44:12,553 : INFO : epoch 29: threshold: 0.030 avg_dist: 0.999 num_edges: 15110
2018-04-11 22:44:12,563 : INFO : epoch 30: threshold: 0.031 avg_dist: 0.999 num_edges: 15033
2018-04-11 22:44:12,577 : INFO : epoch 31: threshold: 0.032 avg_dist: 0.999 num_edges: 14927
2018-04-11 22:44:12,592 : INFO : epoch 32: threshold: 0.033 avg_dist: 0.999 num_edges: 14830
2018-04-11 22:44:12,604 : INFO : epoch 33: threshold: 0.034 avg_dist: 0.999 num_edges: 14750
2018-04-11 22:44:12,613 : INFO : epoch 34: threshold: 0.035 avg_dist: 0.999 num_edges: 14661
2018-04-11 22:44:12,621 : INFO : epoch 35: threshold: 0.036 avg_dist: 0.999 num_edges: 14594
2018-04-11 22:44:12,631 : INFO : epoch 36: threshold: 0.037 avg_dist: 0.999 num_edges: 14510
2018-04-11 22:44:12,640 : INFO : epoch 37: threshold: 0.038 avg_dist: 0.999 num_edges: 14439
2018-04-11 22:44:12,650 : INFO : epoch 38: threshold: 0.039 avg_dist: 0.999 num_edges: 14357
2018-04-11 22:44:12,658 : INFO : epoch 39: threshold: 0.040 avg_dist: 0.999 num_edges: 14266
2018-04-11 22:44:12,666 : INFO : epoch 40: threshold: 0.041 avg_dist: 0.999 num_edges: 14166
2018-04-11 22:44:12,680 : INFO : epoch 41: threshold: 0.042 avg_dist: 0.999 num_edges: 14082
2018-04-11 22:44:12,692 : INFO : epoch 42: threshold: 0.043 avg_dist: 0.999 num_edges: 14005
2018-04-11 22:44:12,705 : INFO : epoch 43: threshold: 0.044 avg_dist: 0.999 num_edges: 13936
2018-04-11 22:44:12,714 : INFO : epoch 44: threshold: 0.045 avg_dist: 0.999 num_edges: 13854
2018-04-11 22:44:12,721 : INFO : epoch 45: threshold: 0.046 avg_dist: 0.999 num_edges: 13779
2018-04-11 22:44:12,737 : INFO : epoch 46: threshold: 0.047 avg_dist: 0.998 num_edges: 13696
2018-04-11 22:44:12,748 : INFO : epoch 47: threshold: 0.048 avg_dist: 0.998 num_edges: 13619
2018-04-11 22:44:12,762 : INFO : epoch 48: threshold: 0.049 avg_dist: 0.998 num_edges: 13537
2018-04-11 22:44:12,774 : INFO : epoch 49: threshold: 0.050 avg_dist: 0.998 num_edges: 13454
2018-04-11 22:44:12,784 : INFO : epoch 50: threshold: 0.051 avg_dist: 0.998 num_edges: 13367
2018-04-11 22:44:12,796 : INFO : epoch 51: threshold: 0.052 avg_dist: 0.998 num_edges: 13292
2018-04-11 22:44:12,808 : INFO : epoch 52: threshold: 0.053 avg_dist: 0.998 num_edges: 13186
2018-04-11 22:44:12,821 : INFO : epoch 53: threshold: 0.054 avg_dist: 0.998 num_edges: 13097
2018-04-11 22:44:12,828 : INFO : epoch 54: threshold: 0.055 avg_dist: 0.998 num_edges: 13024
2018-04-11 22:44:12,836 : INFO : epoch 55: threshold: 0.056 avg_dist: 0.998 num_edges: 12941
2018-04-11 22:44:12,845 : INFO : epoch 56: threshold: 0.057 avg_dist: 0.998 num_edges: 12878
2018-04-11 22:44:12,857 : INFO : epoch 57: threshold: 0.058 avg_dist: 0.998 num_edges: 12802
2018-04-11 22:44:12,865 : INFO : epoch 58: threshold: 0.059 avg_dist: 0.998 num_edges: 12729
2018-04-11 22:44:12,872 : INFO : epoch 59: threshold: 0.060 avg_dist: 0.998 num_edges: 12650
2018-04-11 22:44:12,881 : INFO : epoch 60: threshold: 0.061 avg_dist: 0.998 num_edges: 12564
2018-04-11 22:44:12,894 : INFO : epoch 61: threshold: 0.062 avg_dist: 0.998 num_edges: 12486
2018-04-11 22:44:12,903 : INFO : epoch 62: threshold: 0.063 avg_dist: 0.998 num_edges: 12416
2018-04-11 22:44:12,913 : INFO : epoch 63: threshold: 0.064 avg_dist: 0.998 num_edges: 12338
2018-04-11 22:44:12,925 : INFO : epoch 64: threshold: 0.065 avg_dist: 0.998 num_edges: 12256
2018-04-11 22:44:12,933 : INFO : epoch 65: threshold: 0.066 avg_dist: 0.998 num_edges: 12173
2018-04-11 22:44:12,940 : INFO : epoch 66: threshold: 0.067 avg_dist: 0.998 num_edges: 12098
2018-04-11 22:44:12,950 : INFO : epoch 67: threshold: 0.068 avg_dist: 0.998 num_edges: 12030
2018-04-11 22:44:12,960 : INFO : epoch 68: threshold: 0.069 avg_dist: 0.998 num_edges: 11962
2018-04-11 22:44:12,968 : INFO : epoch 69: threshold: 0.070 avg_dist: 0.998 num_edges: 11886
2018-04-11 22:44:12,977 : INFO : epoch 70: threshold: 0.071 avg_dist: 0.998 num_edges: 11824
2018-04-11 22:44:12,985 : INFO : epoch 71: threshold: 0.072 avg_dist: 0.998 num_edges: 11761
2018-04-11 22:44:12,993 : INFO : epoch 72: threshold: 0.073 avg_dist: 0.998 num_edges: 11694
2018-04-11 22:44:13,005 : INFO : epoch 73: threshold: 0.074 avg_dist: 0.998 num_edges: 11630
2018-04-11 22:44:13,015 : INFO : epoch 74: threshold: 0.075 avg_dist: 0.998 num_edges: 11554
2018-04-11 22:44:13,027 : INFO : epoch 75: threshold: 0.076 avg_dist: 0.998 num_edges: 11481
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2018-04-11 22:44:18,216 : INFO : epoch 697: threshold: 0.698 avg_dist: 0.966 num_edges: 837
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2018-04-11 22:44:18,232 : INFO : epoch 699: threshold: 0.700 avg_dist: 0.966 num_edges: 829
2018-04-11 22:44:18,239 : INFO : epoch 700: threshold: 0.701 avg_dist: 0.966 num_edges: 827
2018-04-11 22:44:18,248 : INFO : epoch 701: threshold: 0.702 avg_dist: 0.966 num_edges: 822
2018-04-11 22:44:18,256 : INFO : epoch 702: threshold: 0.703 avg_dist: 0.966 num_edges: 821
2018-04-11 22:44:18,271 : INFO : epoch 703: threshold: 0.704 avg_dist: 0.966 num_edges: 817
2018-04-11 22:44:18,279 : INFO : epoch 704: threshold: 0.705 avg_dist: 0.966 num_edges: 815
2018-04-11 22:44:18,286 : INFO : epoch 705: threshold: 0.706 avg_dist: 0.966 num_edges: 813
2018-04-11 22:44:18,294 : INFO : epoch 706: threshold: 0.707 avg_dist: 0.966 num_edges: 812
2018-04-11 22:44:18,301 : INFO : epoch 707: threshold: 0.708 avg_dist: 0.966 num_edges: 807
2018-04-11 22:44:18,307 : INFO : epoch 708: threshold: 0.709 avg_dist: 0.966 num_edges: 804
2018-04-11 22:44:18,317 : INFO : epoch 709: threshold: 0.710 avg_dist: 0.966 num_edges: 800
2018-04-11 22:44:18,324 : INFO : epoch 710: threshold: 0.711 avg_dist: 0.966 num_edges: 796
2018-04-11 22:44:18,332 : INFO : epoch 711: threshold: 0.712 avg_dist: 0.966 num_edges: 790
2018-04-11 22:44:18,339 : INFO : epoch 712: threshold: 0.713 avg_dist: 0.966 num_edges: 788
2018-04-11 22:44:18,347 : INFO : epoch 713: threshold: 0.714 avg_dist: 0.966 num_edges: 787
2018-04-11 22:44:18,353 : INFO : epoch 714: threshold: 0.715 avg_dist: 0.966 num_edges: 782
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2018-04-11 22:44:18,393 : INFO : epoch 719: threshold: 0.720 avg_dist: 0.965 num_edges: 764
2018-04-11 22:44:18,404 : INFO : epoch 720: threshold: 0.721 avg_dist: 0.965 num_edges: 762
2018-04-11 22:44:18,411 : INFO : epoch 721: threshold: 0.722 avg_dist: 0.965 num_edges: 757
2018-04-11 22:44:18,419 : INFO : epoch 722: threshold: 0.723 avg_dist: 0.970 num_edges: 752
2018-04-11 22:44:18,430 : INFO : epoch 723: threshold: 0.724 avg_dist: 0.970 num_edges: 747
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2018-04-11 22:44:18,451 : INFO : epoch 725: threshold: 0.726 avg_dist: 0.970 num_edges: 740
2018-04-11 22:44:18,458 : INFO : epoch 726: threshold: 0.727 avg_dist: 0.970 num_edges: 737
2018-04-11 22:44:18,468 : INFO : epoch 727: threshold: 0.728 avg_dist: 0.970 num_edges: 733
2018-04-11 22:44:18,476 : INFO : epoch 728: threshold: 0.729 avg_dist: 0.970 num_edges: 727
2018-04-11 22:44:18,485 : INFO : epoch 729: threshold: 0.730 avg_dist: 0.969 num_edges: 720
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2018-04-11 22:44:18,502 : INFO : epoch 731: threshold: 0.732 avg_dist: 0.969 num_edges: 709
2018-04-11 22:44:18,508 : INFO : epoch 732: threshold: 0.733 avg_dist: 0.969 num_edges: 703
2018-04-11 22:44:18,517 : INFO : epoch 733: threshold: 0.734 avg_dist: 0.969 num_edges: 702
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2018-04-11 22:44:18,551 : INFO : epoch 737: threshold: 0.738 avg_dist: 0.969 num_edges: 680
2018-04-11 22:44:18,558 : INFO : epoch 738: threshold: 0.739 avg_dist: 0.969 num_edges: 675
2018-04-11 22:44:18,569 : INFO : epoch 739: threshold: 0.740 avg_dist: 0.969 num_edges: 671
2018-04-11 22:44:18,576 : INFO : epoch 740: threshold: 0.741 avg_dist: 0.968 num_edges: 666
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2018-04-11 22:44:18,619 : INFO : epoch 745: threshold: 0.746 avg_dist: 0.968 num_edges: 654
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2018-04-11 22:44:18,653 : INFO : epoch 749: threshold: 0.750 avg_dist: 0.968 num_edges: 635
2018-04-11 22:44:18,666 : INFO : epoch 750: threshold: 0.751 avg_dist: 0.968 num_edges: 632
2018-04-11 22:44:18,674 : INFO : epoch 751: threshold: 0.752 avg_dist: 0.968 num_edges: 626
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2018-04-11 22:44:18,690 : INFO : epoch 753: threshold: 0.754 avg_dist: 0.967 num_edges: 620
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2018-04-11 22:44:18,704 : INFO : epoch 755: threshold: 0.756 avg_dist: 0.967 num_edges: 617
2018-04-11 22:44:18,714 : INFO : epoch 756: threshold: 0.757 avg_dist: 0.967 num_edges: 616
2018-04-11 22:44:18,720 : INFO : epoch 757: threshold: 0.758 avg_dist: 0.967 num_edges: 612
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2018-04-11 22:44:18,735 : INFO : epoch 759: threshold: 0.760 avg_dist: 0.967 num_edges: 597
2018-04-11 22:44:18,742 : INFO : epoch 760: threshold: 0.761 avg_dist: 0.967 num_edges: 593
2018-04-11 22:44:18,749 : INFO : epoch 761: threshold: 0.762 avg_dist: 0.968 num_edges: 586
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2018-04-11 22:44:18,764 : INFO : epoch 763: threshold: 0.764 avg_dist: 0.968 num_edges: 583
2018-04-11 22:44:18,771 : INFO : epoch 764: threshold: 0.765 avg_dist: 0.967 num_edges: 580
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2018-04-11 22:44:18,791 : INFO : epoch 767: threshold: 0.768 avg_dist: 0.967 num_edges: 570
2018-04-11 22:44:18,802 : INFO : epoch 768: threshold: 0.769 avg_dist: 0.967 num_edges: 565
2018-04-11 22:44:18,811 : INFO : epoch 769: threshold: 0.770 avg_dist: 0.967 num_edges: 562
2018-04-11 22:44:18,821 : INFO : epoch 770: threshold: 0.771 avg_dist: 0.967 num_edges: 558
2018-04-11 22:44:18,828 : INFO : epoch 771: threshold: 0.772 avg_dist: 0.967 num_edges: 556
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2018-04-11 22:44:18,859 : INFO : epoch 775: threshold: 0.776 avg_dist: 0.967 num_edges: 546
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2018-04-11 22:44:18,876 : INFO : epoch 777: threshold: 0.778 avg_dist: 0.967 num_edges: 537
2018-04-11 22:44:18,884 : INFO : epoch 778: threshold: 0.779 avg_dist: 0.967 num_edges: 534
2018-04-11 22:44:18,890 : INFO : epoch 779: threshold: 0.780 avg_dist: 0.967 num_edges: 526
2018-04-11 22:44:18,900 : INFO : epoch 780: threshold: 0.781 avg_dist: 0.967 num_edges: 521
2018-04-11 22:44:18,907 : INFO : epoch 781: threshold: 0.782 avg_dist: 0.967 num_edges: 518
2018-04-11 22:44:18,915 : INFO : epoch 782: threshold: 0.783 avg_dist: 0.967 num_edges: 517
2018-04-11 22:44:18,921 : INFO : epoch 783: threshold: 0.784 avg_dist: 0.967 num_edges: 513
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2018-04-11 22:44:18,935 : INFO : epoch 785: threshold: 0.786 avg_dist: 0.968 num_edges: 502
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2018-04-11 22:44:18,972 : INFO : epoch 790: threshold: 0.791 avg_dist: 0.968 num_edges: 481
2018-04-11 22:44:18,983 : INFO : epoch 791: threshold: 0.792 avg_dist: 0.968 num_edges: 479
2018-04-11 22:44:18,990 : INFO : epoch 792: threshold: 0.793 avg_dist: 0.968 num_edges: 474
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2018-04-11 22:44:19,006 : INFO : epoch 794: threshold: 0.795 avg_dist: 0.968 num_edges: 468
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2018-04-11 22:44:19,027 : INFO : epoch 796: threshold: 0.797 avg_dist: 0.968 num_edges: 460
2018-04-11 22:44:19,036 : INFO : epoch 797: threshold: 0.798 avg_dist: 0.968 num_edges: 453
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2018-04-11 22:44:19,050 : INFO : epoch 799: threshold: 0.800 avg_dist: 0.968 num_edges: 446
2018-04-11 22:44:19,058 : INFO : epoch 800: threshold: 0.801 avg_dist: 0.968 num_edges: 445
2018-04-11 22:44:19,069 : INFO : epoch 801: threshold: 0.802 avg_dist: 0.968 num_edges: 444
2018-04-11 22:44:19,077 : INFO : epoch 802: threshold: 0.803 avg_dist: 0.968 num_edges: 442
2018-04-11 22:44:19,084 : INFO : epoch 803: threshold: 0.804 avg_dist: 0.968 num_edges: 440
2018-04-11 22:44:19,090 : INFO : epoch 804: threshold: 0.805 avg_dist: 0.972 num_edges: 437
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2018-04-11 22:44:19,104 : INFO : epoch 806: threshold: 0.807 avg_dist: 0.972 num_edges: 429
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2018-04-11 22:44:19,132 : INFO : epoch 810: threshold: 0.811 avg_dist: 0.972 num_edges: 417
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2018-04-11 22:44:19,147 : INFO : epoch 812: threshold: 0.813 avg_dist: 0.976 num_edges: 412
2018-04-11 22:44:19,155 : INFO : epoch 813: threshold: 0.814 avg_dist: 0.976 num_edges: 410
2018-04-11 22:44:19,167 : INFO : epoch 814: threshold: 0.815 avg_dist: 0.979 num_edges: 406
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2018-04-11 22:44:19,181 : INFO : epoch 816: threshold: 0.817 avg_dist: 0.979 num_edges: 403
2018-04-11 22:44:19,188 : INFO : epoch 817: threshold: 0.818 avg_dist: 0.979 num_edges: 399
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2018-04-11 22:44:19,203 : INFO : epoch 819: threshold: 0.820 avg_dist: 0.979 num_edges: 393
2018-04-11 22:44:19,211 : INFO : epoch 820: threshold: 0.821 avg_dist: 0.979 num_edges: 392
2018-04-11 22:44:19,220 : INFO : epoch 821: threshold: 0.822 avg_dist: 0.979 num_edges: 386
2018-04-11 22:44:19,228 : INFO : epoch 822: threshold: 0.823 avg_dist: 0.979 num_edges: 384
2018-04-11 22:44:19,235 : INFO : epoch 823: threshold: 0.824 avg_dist: 0.979 num_edges: 379
2018-04-11 22:44:19,243 : INFO : epoch 824: threshold: 0.825 avg_dist: 0.979 num_edges: 379
2018-04-11 22:44:19,250 : INFO : epoch 825: threshold: 0.826 avg_dist: 0.979 num_edges: 376
2018-04-11 22:44:19,257 : INFO : epoch 826: threshold: 0.827 avg_dist: 0.979 num_edges: 374
2018-04-11 22:44:19,263 : INFO : epoch 827: threshold: 0.828 avg_dist: 0.979 num_edges: 373
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2018-04-11 22:44:19,276 : INFO : epoch 829: threshold: 0.830 avg_dist: 0.979 num_edges: 366
2018-04-11 22:44:19,282 : INFO : epoch 830: threshold: 0.831 avg_dist: 0.979 num_edges: 362
2018-04-11 22:44:19,290 : INFO : epoch 831: threshold: 0.832 avg_dist: 0.979 num_edges: 361
2018-04-11 22:44:19,302 : INFO : epoch 832: threshold: 0.833 avg_dist: 0.979 num_edges: 355
2018-04-11 22:44:19,309 : INFO : epoch 833: threshold: 0.834 avg_dist: 0.979 num_edges: 352
2018-04-11 22:44:19,315 : INFO : epoch 834: threshold: 0.835 avg_dist: 0.980 num_edges: 345
2018-04-11 22:44:19,323 : INFO : epoch 835: threshold: 0.836 avg_dist: 0.980 num_edges: 342
2018-04-11 22:44:19,331 : INFO : epoch 836: threshold: 0.837 avg_dist: 0.980 num_edges: 339
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2018-04-11 22:44:19,351 : INFO : epoch 838: threshold: 0.839 avg_dist: 0.980 num_edges: 332
2018-04-11 22:44:19,359 : INFO : epoch 839: threshold: 0.840 avg_dist: 0.980 num_edges: 332
2018-04-11 22:44:19,366 : INFO : epoch 840: threshold: 0.841 avg_dist: 0.980 num_edges: 329
2018-04-11 22:44:19,375 : INFO : epoch 841: threshold: 0.842 avg_dist: 0.980 num_edges: 326
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2018-04-11 22:44:19,544 : INFO : epoch 859: threshold: 0.860 avg_dist: 0.978 num_edges: 272
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2018-04-11 22:44:19,837 : INFO : epoch 891: threshold: 0.892 avg_dist: 0.992 num_edges: 196
2018-04-11 22:44:19,845 : INFO : epoch 892: threshold: 0.893 avg_dist: 0.992 num_edges: 194
2018-04-11 22:44:19,852 : INFO : epoch 893: threshold: 0.894 avg_dist: 0.992 num_edges: 191
2018-04-11 22:44:19,858 : INFO : epoch 894: threshold: 0.895 avg_dist: 0.992 num_edges: 191
2018-04-11 22:44:19,864 : INFO : epoch 895: threshold: 0.896 avg_dist: 0.992 num_edges: 188
2018-04-11 22:44:19,872 : INFO : epoch 896: threshold: 0.897 avg_dist: 0.992 num_edges: 184
2018-04-11 22:44:19,880 : INFO : epoch 897: threshold: 0.898 avg_dist: 0.992 num_edges: 182
2018-04-11 22:44:19,888 : INFO : epoch 898: threshold: 0.899 avg_dist: 0.992 num_edges: 179
2018-04-11 22:44:19,895 : INFO : epoch 899: threshold: 0.900 avg_dist: 0.991 num_edges: 175
2018-04-11 22:44:19,902 : INFO : epoch 900: threshold: 0.901 avg_dist: 0.991 num_edges: 175
2018-04-11 22:44:19,909 : INFO : epoch 901: threshold: 0.902 avg_dist: 0.991 num_edges: 173
2018-04-11 22:44:19,916 : INFO : epoch 902: threshold: 0.903 avg_dist: 0.991 num_edges: 172
2018-04-11 22:44:19,922 : INFO : epoch 903: threshold: 0.904 avg_dist: 0.991 num_edges: 167
2018-04-11 22:44:19,929 : INFO : epoch 904: threshold: 0.905 avg_dist: 0.991 num_edges: 166
2018-04-11 22:44:19,936 : INFO : epoch 905: threshold: 0.906 avg_dist: 0.991 num_edges: 165
2018-04-11 22:44:19,943 : INFO : epoch 906: threshold: 0.907 avg_dist: 0.991 num_edges: 164
2018-04-11 22:44:19,949 : INFO : epoch 907: threshold: 0.908 avg_dist: 0.991 num_edges: 161
2018-04-11 22:44:19,956 : INFO : epoch 908: threshold: 0.909 avg_dist: 0.991 num_edges: 160
2018-04-11 22:44:19,963 : INFO : epoch 909: threshold: 0.910 avg_dist: 0.991 num_edges: 159
2018-04-11 22:44:19,969 : INFO : epoch 910: threshold: 0.911 avg_dist: 0.991 num_edges: 157
2018-04-11 22:44:19,976 : INFO : epoch 911: threshold: 0.912 avg_dist: 0.991 num_edges: 155
2018-04-11 22:44:19,984 : INFO : epoch 912: threshold: 0.913 avg_dist: 0.990 num_edges: 152
2018-04-11 22:44:19,991 : INFO : epoch 913: threshold: 0.914 avg_dist: 0.990 num_edges: 146
2018-04-11 22:44:19,997 : INFO : epoch 914: threshold: 0.915 avg_dist: 0.990 num_edges: 142
2018-04-11 22:44:20,004 : INFO : epoch 915: threshold: 0.916 avg_dist: 0.990 num_edges: 138
2018-04-11 22:44:20,015 : INFO : epoch 916: threshold: 0.917 avg_dist: 0.990 num_edges: 137
2018-04-11 22:44:20,027 : INFO : epoch 917: threshold: 0.918 avg_dist: 0.990 num_edges: 136
2018-04-11 22:44:20,035 : INFO : epoch 918: threshold: 0.919 avg_dist: 0.990 num_edges: 134
2018-04-11 22:44:20,047 : INFO : epoch 919: threshold: 0.920 avg_dist: 0.990 num_edges: 131
2018-04-11 22:44:20,059 : INFO : epoch 920: threshold: 0.921 avg_dist: 0.990 num_edges: 129
2018-04-11 22:44:20,068 : INFO : epoch 921: threshold: 0.922 avg_dist: 0.990 num_edges: 124
2018-04-11 22:44:20,075 : INFO : epoch 922: threshold: 0.923 avg_dist: 0.990 num_edges: 123
2018-04-11 22:44:20,087 : INFO : epoch 923: threshold: 0.924 avg_dist: 0.990 num_edges: 122
2018-04-11 22:44:20,094 : INFO : epoch 924: threshold: 0.925 avg_dist: 0.990 num_edges: 120
2018-04-11 22:44:20,101 : INFO : epoch 925: threshold: 0.926 avg_dist: 0.990 num_edges: 119
2018-04-11 22:44:20,107 : INFO : epoch 926: threshold: 0.927 avg_dist: 0.990 num_edges: 117
2018-04-11 22:44:20,114 : INFO : epoch 927: threshold: 0.928 avg_dist: 0.990 num_edges: 115
2018-04-11 22:44:20,120 : INFO : epoch 928: threshold: 0.929 avg_dist: 0.990 num_edges: 114
2018-04-11 22:44:20,127 : INFO : epoch 929: threshold: 0.930 avg_dist: 0.990 num_edges: 112
2018-04-11 22:44:20,140 : INFO : epoch 930: threshold: 0.931 avg_dist: 0.989 num_edges: 109
2018-04-11 22:44:20,152 : INFO : epoch 931: threshold: 0.932 avg_dist: 0.989 num_edges: 108
2018-04-11 22:44:20,160 : INFO : epoch 932: threshold: 0.933 avg_dist: 0.989 num_edges: 107
2018-04-11 22:44:20,169 : INFO : epoch 933: threshold: 0.934 avg_dist: 0.988 num_edges: 106
2018-04-11 22:44:20,176 : INFO : epoch 934: threshold: 0.935 avg_dist: 0.988 num_edges: 104
2018-04-11 22:44:20,184 : INFO : epoch 935: threshold: 0.936 avg_dist: 0.988 num_edges: 103
2018-04-11 22:44:20,192 : INFO : epoch 936: threshold: 0.937 avg_dist: 0.988 num_edges: 100
2018-04-11 22:44:20,198 : INFO : epoch 937: threshold: 0.938 avg_dist: 0.988 num_edges: 96
2018-04-11 22:44:20,206 : INFO : epoch 938: threshold: 0.939 avg_dist: 0.988 num_edges: 94
2018-04-11 22:44:20,214 : INFO : epoch 939: threshold: 0.940 avg_dist: 0.988 num_edges: 91
2018-04-11 22:44:20,223 : INFO : epoch 940: threshold: 0.941 avg_dist: 0.988 num_edges: 90
2018-04-11 22:44:20,232 : INFO : epoch 941: threshold: 0.942 avg_dist: 0.988 num_edges: 85
2018-04-11 22:44:20,240 : INFO : epoch 942: threshold: 0.943 avg_dist: 0.988 num_edges: 81
2018-04-11 22:44:20,252 : INFO : epoch 943: threshold: 0.944 avg_dist: 0.988 num_edges: 80
2018-04-11 22:44:20,259 : INFO : epoch 944: threshold: 0.945 avg_dist: 0.992 num_edges: 76
2018-04-11 22:44:20,267 : INFO : epoch 945: threshold: 0.946 avg_dist: 0.992 num_edges: 74
2018-04-11 22:44:20,275 : INFO : epoch 946: threshold: 0.947 avg_dist: 0.992 num_edges: 71
2018-04-11 22:44:20,287 : INFO : epoch 947: threshold: 0.948 avg_dist: 0.992 num_edges: 68
2018-04-11 22:44:20,293 : INFO : epoch 948: threshold: 0.949 avg_dist: 0.992 num_edges: 66
2018-04-11 22:44:20,300 : INFO : epoch 949: threshold: 0.950 avg_dist: 0.992 num_edges: 65
2018-04-11 22:44:20,307 : INFO : epoch 950: threshold: 0.951 avg_dist: 0.992 num_edges: 64
2018-04-11 22:44:20,314 : INFO : epoch 951: threshold: 0.952 avg_dist: 0.995 num_edges: 63
2018-04-11 22:44:20,320 : INFO : epoch 952: threshold: 0.953 avg_dist: 0.995 num_edges: 63
2018-04-11 22:44:20,330 : INFO : epoch 953: threshold: 0.954 avg_dist: 0.995 num_edges: 61
2018-04-11 22:44:20,338 : INFO : epoch 954: threshold: 0.955 avg_dist: 0.995 num_edges: 58
2018-04-11 22:44:20,345 : INFO : epoch 955: threshold: 0.956 avg_dist: 0.998 num_edges: 54
2018-04-11 22:44:20,352 : INFO : epoch 956: threshold: 0.957 avg_dist: 0.998 num_edges: 54
2018-04-11 22:44:20,358 : INFO : epoch 957: threshold: 0.958 avg_dist: 1.000 num_edges: 48
2018-04-11 22:44:20,366 : INFO : epoch 958: threshold: 0.959 avg_dist: 1.000 num_edges: 47
2018-04-11 22:44:20,374 : INFO : epoch 959: threshold: 0.960 avg_dist: 1.000 num_edges: 44
2018-04-11 22:44:20,382 : INFO : epoch 960: threshold: 0.961 avg_dist: 1.000 num_edges: 43
2018-04-11 22:44:20,389 : INFO : epoch 961: threshold: 0.962 avg_dist: 1.000 num_edges: 40
2018-04-11 22:44:20,395 : INFO : epoch 962: threshold: 0.963 avg_dist: 1.000 num_edges: 40
2018-04-11 22:44:20,403 : INFO : epoch 963: threshold: 0.964 avg_dist: 1.000 num_edges: 38
2018-04-11 22:44:20,412 : INFO : epoch 964: threshold: 0.965 avg_dist: 1.000 num_edges: 36
2018-04-11 22:44:20,419 : INFO : epoch 965: threshold: 0.966 avg_dist: 1.000 num_edges: 31
2018-04-11 22:44:20,426 : INFO : epoch 966: threshold: 0.967 avg_dist: 1.000 num_edges: 31
2018-04-11 22:44:20,433 : INFO : epoch 967: threshold: 0.968 avg_dist: 1.000 num_edges: 31
2018-04-11 22:44:20,439 : INFO : epoch 968: threshold: 0.969 avg_dist: 1.000 num_edges: 31
2018-04-11 22:44:20,446 : INFO : epoch 969: threshold: 0.970 avg_dist: 1.000 num_edges: 30
2018-04-11 22:44:20,453 : INFO : epoch 970: threshold: 0.971 avg_dist: 1.000 num_edges: 29
2018-04-11 22:44:20,463 : INFO : epoch 971: threshold: 0.972 avg_dist: 1.000 num_edges: 29
2018-04-11 22:44:20,473 : INFO : epoch 972: threshold: 0.973 avg_dist: 1.000 num_edges: 28
2018-04-11 22:44:20,481 : INFO : epoch 973: threshold: 0.974 avg_dist: 1.000 num_edges: 28
2018-04-11 22:44:20,487 : INFO : epoch 974: threshold: 0.975 avg_dist: 1.000 num_edges: 26
2018-04-11 22:44:20,494 : INFO : epoch 975: threshold: 0.976 avg_dist: 1.000 num_edges: 24
2018-04-11 22:44:20,501 : INFO : epoch 976: threshold: 0.977 avg_dist: 1.000 num_edges: 21
2018-04-11 22:44:20,511 : INFO : epoch 977: threshold: 0.978 avg_dist: 1.000 num_edges: 20
2018-04-11 22:44:20,523 : INFO : epoch 978: threshold: 0.979 avg_dist: 1.000 num_edges: 19
2018-04-11 22:44:20,529 : INFO : epoch 979: threshold: 0.980 avg_dist: 1.000 num_edges: 17
2018-04-11 22:44:20,536 : INFO : epoch 980: threshold: 0.981 avg_dist: 1.000 num_edges: 17
2018-04-11 22:44:20,542 : INFO : epoch 981: threshold: 0.982 avg_dist: 1.000 num_edges: 16
2018-04-11 22:44:20,549 : INFO : epoch 982: threshold: 0.983 avg_dist: 1.000 num_edges: 15
2018-04-11 22:44:20,556 : INFO : epoch 983: threshold: 0.984 avg_dist: 1.000 num_edges: 12
2018-04-11 22:44:20,564 : INFO : epoch 984: threshold: 0.985 avg_dist: 1.000 num_edges: 12
2018-04-11 22:44:20,572 : INFO : epoch 985: threshold: 0.986 avg_dist: 1.000 num_edges: 12
2018-04-11 22:44:20,581 : INFO : epoch 986: threshold: 0.987 avg_dist: 1.000 num_edges: 10
2018-04-11 22:44:20,588 : INFO : epoch 987: threshold: 0.988 avg_dist: 1.000 num_edges: 8
2018-04-11 22:44:20,597 : INFO : epoch 988: threshold: 0.989 avg_dist: 1.000 num_edges: 7
2018-04-11 22:44:20,605 : INFO : epoch 989: threshold: 0.990 avg_dist: 1.000 num_edges: 5
2018-04-11 22:44:20,613 : INFO : epoch 990: threshold: 0.991 avg_dist: 1.000 num_edges: 5
2018-04-11 22:44:20,625 : INFO : epoch 991: threshold: 0.992 avg_dist: 1.000 num_edges: 5
2018-04-11 22:44:20,632 : INFO : epoch 992: threshold: 0.993 avg_dist: 1.000 num_edges: 4
2018-04-11 22:44:20,639 : INFO : epoch 993: threshold: 0.994 avg_dist: 1.000 num_edges: 3
2018-04-11 22:44:20,652 : INFO : epoch 994: threshold: 0.995 avg_dist: 1.000 num_edges: 1
2018-04-11 22:44:20,660 : INFO : epoch 995: threshold: 0.996 avg_dist: 1.000 num_edges: 1
2018-04-11 22:44:20,670 : INFO : epoch 996: threshold: 0.997 avg_dist: 1.000 num_edges: 1
2018-04-11 22:44:20,678 : INFO : epoch 997: threshold: 0.998 avg_dist: 1.000 num_edges: 1
2018-04-11 22:44:20,687 : INFO : epoch 998: threshold: 0.999 avg_dist: 1.000 num_edges: 1
threshold: 0.832 dist 0.965399 (721, 0.722) edges 361/361 (831)

threshold: 0.832 dist 0.965210 (721, 0.722) edges 361/360 (831)

In [106]:
# Set the edges:
topicnet_adj_mat = set_edges(cosim, best_threshold, binary=False) # the edges are the cosine similarities!
# topicnet_adj_mat.dump('./res/topicnetref6yr_adjmat.pkl')
2018-04-11 22:44:20,695 : INFO : dimension: 184, 184

Visualise

Thresholding:

In [ ]:
f = threshold_plot(
    thresholds,
    distances,
    edges,
    best_threshold,
    closest_edges,
    best_j_dist_threshold,
    lowest_avg_distances,
    adj_mat, cosim
)
In [ ]:
f.savefig(
    './IMG/topicnetref6yrw_thresholding.png', format='png', bbox_inches='tight')

As series of matrices:

In [108]:
f = plt.figure(figsize=(15, 5))
# ORIGINAL COLALB NET
ax1 = f.add_subplot(131)
ax1.axis('off')
sns.heatmap(adj_mat, cbar=False, square=True)
ax1.set_title('infnet6yrw\n(#Edges={})'.format(int(np.sum(adj_mat) // 2)))

# COSIM
ax2 = f.add_subplot(132)
ax2.axis('off')
sns.heatmap(
    cosim,
    cbar=False,
    square=True,
    ax=ax2,
    vmax=1,
    vmin=0,
    robust=True,
    cmap='gnuplot2')
ax2.set_title('Cosine similairty\nbetween researchers')

# FINAL :
ax3 = f.add_subplot(133)
ax3.axis('off')
sns.heatmap(topicnet_adj_mat, cbar=False, square=True, ax=ax3)
ax3.set_title('topicnetref6yrw\n($\epsilon$={:.3f}, #Edges={})'.format(
    best_threshold,
    int(np.sum(topicnet_adj_mat) // 2)))

f.tight_layout()
In [ ]:
f.savefig('./IMG/topicnetref6yr_adjmats.png')

As networks:

In [109]:
g_topicnetref6yrw = adj_mat_to_graph(topicnet_adj_mat, collabnet.id.tolist())
In [110]:
print(nx.info(g_topicnetref6yrw))
Name: 
Type: Graph
Number of nodes: 119
Number of edges: 361
Average degree:   6.0672
In [111]:
artist.draw_default_layout(
    g_topicnetref6yrw,
    lookup_poinf=get_lookup_poinf(),
    file_prefix='topicnetref6yrw',
    with_weight=True,scale=2,
    SAVE_GRAPHS=False)
2018-04-11 22:45:03,640 : INFO : SAVE_GRAPHS: False
In [112]:
artist.draw_circular_layout(
    g_topicnetref6yrw,
    get_lookup_poinf(),
    file_prefix='topicnetref6yrw',
    with_weight=True,
    SAVE_GRAPHS=False)
2018-04-11 22:45:06,890 : INFO : SAVE_GRAPHS: False

Descriptive Statistics

In [114]:
_x = nx.average_clustering(g_topicnetref6yrw, count_zeros=False, weight='weight')
print(_x)
_dict = nx.clustering(g_topicnetref6yrw, weight='weight')
print((np.mean(list(_dict.values()))))
0.6997657843413585
0.4821915488738774
In [115]:
print(nx.transitivity(g_topicnetref6yrw))
0.7741935483870968
In [116]:
x = nx.degree_histogram(g_topicnetref6yrw)
print(x[0]+x[1])
32